diff --git a/docker/dashboards/risingwave-dev-dashboard.json b/docker/dashboards/risingwave-dev-dashboard.json
index f50e2ca62999..f29bac423ce1 100644
--- a/docker/dashboards/risingwave-dev-dashboard.json
+++ b/docker/dashboards/risingwave-dev-dashboard.json
@@ -1 +1 @@
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diff --git a/docker/dashboards/risingwave-user-dashboard.json b/docker/dashboards/risingwave-user-dashboard.json
index 0d0619aad29e..037679704e38 100644
--- a/docker/dashboards/risingwave-user-dashboard.json
+++ b/docker/dashboards/risingwave-user-dashboard.json
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diff --git a/e2e_test/over_window/generated/batch/main.slt.part b/e2e_test/over_window/generated/batch/main.slt.part
index 5e91838cfac8..dcd341e3e714 100644
--- a/e2e_test/over_window/generated/batch/main.slt.part
+++ b/e2e_test/over_window/generated/batch/main.slt.part
@@ -9,3 +9,4 @@ include ./expr_in_win_func/mod.slt.part
 include ./agg_in_win_func/mod.slt.part
 include ./opt_agg_then_join/mod.slt.part
 include ./with_filter/mod.slt.part
+include ./no_effect_updates/mod.slt.part
diff --git a/e2e_test/over_window/generated/batch/no_effect_updates/mod.slt.part b/e2e_test/over_window/generated/batch/no_effect_updates/mod.slt.part
new file mode 100644
index 000000000000..827b54113b96
--- /dev/null
+++ b/e2e_test/over_window/generated/batch/no_effect_updates/mod.slt.part
@@ -0,0 +1,94 @@
+# This file is generated by `gen.py`. Do not edit it manually!
+
+# Test handling of updates having no effect on window function outputs.
+
+statement ok
+create table t (
+      id int
+    , foo int
+    , bar int
+);
+
+statement ok
+create view v1 as
+select
+    *
+    , rank() over (partition by 1::int order by foo) as r1
+from t;
+
+statement ok
+create view v2 as
+select
+    *
+    , rank() over (partition by 1::int order by bar) as r2
+from t;
+
+statement ok
+insert into t values
+  (100001, 701, 805)
+, (100002, 700, 806)
+, (100003, 723, 807)
+, (100004, 702, 808);
+
+query iii
+select * from v1 order by r1, id;
+----
+100002 700 806 1
+100001 701 805 2
+100004 702 808 3
+100003 723 807 4
+
+query iii
+select * from v2 order by r2, id;
+----
+100001 701 805 1
+100002 700 806 2
+100003 723 807 3
+100004 702 808 4
+
+statement ok
+update t set foo = 733 where id = 100001;
+
+query iii
+select * from v1 order by r1, id;
+----
+100002 700 806 1
+100004 702 808 2
+100003 723 807 3
+100001 733 805 4
+
+query iii
+select * from v2 order by r2, id;
+----
+100001 733 805 1
+100002 700 806 2
+100003 723 807 3
+100004 702 808 4
+
+statement ok
+update t set bar = 804 where id = 100001;
+
+query iii
+select * from v1 order by r1, id;
+----
+100002 700 806 1
+100004 702 808 2
+100003 723 807 3
+100001 733 804 4
+
+query iii
+select * from v2 order by r2, id;
+----
+100001 733 804 1
+100002 700 806 2
+100003 723 807 3
+100004 702 808 4
+
+statement ok
+drop view v1;
+
+statement ok
+drop view v2;
+
+statement ok
+drop table t;
diff --git a/e2e_test/over_window/generated/streaming/main.slt.part b/e2e_test/over_window/generated/streaming/main.slt.part
index 5e91838cfac8..dcd341e3e714 100644
--- a/e2e_test/over_window/generated/streaming/main.slt.part
+++ b/e2e_test/over_window/generated/streaming/main.slt.part
@@ -9,3 +9,4 @@ include ./expr_in_win_func/mod.slt.part
 include ./agg_in_win_func/mod.slt.part
 include ./opt_agg_then_join/mod.slt.part
 include ./with_filter/mod.slt.part
+include ./no_effect_updates/mod.slt.part
diff --git a/e2e_test/over_window/generated/streaming/no_effect_updates/mod.slt.part b/e2e_test/over_window/generated/streaming/no_effect_updates/mod.slt.part
new file mode 100644
index 000000000000..0261fbb1cc45
--- /dev/null
+++ b/e2e_test/over_window/generated/streaming/no_effect_updates/mod.slt.part
@@ -0,0 +1,94 @@
+# This file is generated by `gen.py`. Do not edit it manually!
+
+# Test handling of updates having no effect on window function outputs.
+
+statement ok
+create table t (
+      id int
+    , foo int
+    , bar int
+);
+
+statement ok
+create materialized view v1 as
+select
+    *
+    , rank() over (partition by 1::int order by foo) as r1
+from t;
+
+statement ok
+create materialized view v2 as
+select
+    *
+    , rank() over (partition by 1::int order by bar) as r2
+from t;
+
+statement ok
+insert into t values
+  (100001, 701, 805)
+, (100002, 700, 806)
+, (100003, 723, 807)
+, (100004, 702, 808);
+
+query iii
+select * from v1 order by r1, id;
+----
+100002 700 806 1
+100001 701 805 2
+100004 702 808 3
+100003 723 807 4
+
+query iii
+select * from v2 order by r2, id;
+----
+100001 701 805 1
+100002 700 806 2
+100003 723 807 3
+100004 702 808 4
+
+statement ok
+update t set foo = 733 where id = 100001;
+
+query iii
+select * from v1 order by r1, id;
+----
+100002 700 806 1
+100004 702 808 2
+100003 723 807 3
+100001 733 805 4
+
+query iii
+select * from v2 order by r2, id;
+----
+100001 733 805 1
+100002 700 806 2
+100003 723 807 3
+100004 702 808 4
+
+statement ok
+update t set bar = 804 where id = 100001;
+
+query iii
+select * from v1 order by r1, id;
+----
+100002 700 806 1
+100004 702 808 2
+100003 723 807 3
+100001 733 804 4
+
+query iii
+select * from v2 order by r2, id;
+----
+100001 733 804 1
+100002 700 806 2
+100003 723 807 3
+100004 702 808 4
+
+statement ok
+drop materialized view v1;
+
+statement ok
+drop materialized view v2;
+
+statement ok
+drop table t;
diff --git a/e2e_test/over_window/templates/main.slt.part b/e2e_test/over_window/templates/main.slt.part
index 7f7ad74ab742..e7ec434b8cfa 100644
--- a/e2e_test/over_window/templates/main.slt.part
+++ b/e2e_test/over_window/templates/main.slt.part
@@ -7,3 +7,4 @@ include ./expr_in_win_func/mod.slt.part
 include ./agg_in_win_func/mod.slt.part
 include ./opt_agg_then_join/mod.slt.part
 include ./with_filter/mod.slt.part
+include ./no_effect_updates/mod.slt.part
diff --git a/e2e_test/over_window/templates/no_effect_updates/mod.slt.part b/e2e_test/over_window/templates/no_effect_updates/mod.slt.part
new file mode 100644
index 000000000000..32627f5f38f0
--- /dev/null
+++ b/e2e_test/over_window/templates/no_effect_updates/mod.slt.part
@@ -0,0 +1,92 @@
+# Test handling of updates having no effect on window function outputs.
+
+statement ok
+create table t (
+      id int
+    , foo int
+    , bar int
+);
+
+statement ok
+create $view_type v1 as
+select
+    *
+    , rank() over (partition by 1::int order by foo) as r1
+from t;
+
+statement ok
+create $view_type v2 as
+select
+    *
+    , rank() over (partition by 1::int order by bar) as r2
+from t;
+
+statement ok
+insert into t values
+  (100001, 701, 805)
+, (100002, 700, 806)
+, (100003, 723, 807)
+, (100004, 702, 808);
+
+query iii
+select * from v1 order by r1, id;
+----
+100002 700 806 1
+100001 701 805 2
+100004 702 808 3
+100003 723 807 4
+
+query iii
+select * from v2 order by r2, id;
+----
+100001 701 805 1
+100002 700 806 2
+100003 723 807 3
+100004 702 808 4
+
+statement ok
+update t set foo = 733 where id = 100001;
+
+query iii
+select * from v1 order by r1, id;
+----
+100002 700 806 1
+100004 702 808 2
+100003 723 807 3
+100001 733 805 4
+
+query iii
+select * from v2 order by r2, id;
+----
+100001 733 805 1
+100002 700 806 2
+100003 723 807 3
+100004 702 808 4
+
+statement ok
+update t set bar = 804 where id = 100001;
+
+query iii
+select * from v1 order by r1, id;
+----
+100002 700 806 1
+100004 702 808 2
+100003 723 807 3
+100001 733 804 4
+
+query iii
+select * from v2 order by r2, id;
+----
+100001 733 804 1
+100002 700 806 2
+100003 723 807 3
+100004 702 808 4
+
+statement ok
+drop $view_type v1;
+
+statement ok
+drop $view_type v2;
+
+statement ok
+drop table t;
diff --git a/grafana/risingwave-dev-dashboard.dashboard.py b/grafana/risingwave-dev-dashboard.dashboard.py
index d60efcc81aa5..26722fc8c22d 100644
--- a/grafana/risingwave-dev-dashboard.dashboard.py
+++ b/grafana/risingwave-dev-dashboard.dashboard.py
@@ -1274,6 +1274,24 @@ def section_streaming_actors(outer_panels):
                         ),
                     ],
                 ),
+                panels.timeseries_actor_ops(
+                    "Over Window Executor State Computation",
+                    "",
+                    [
+                        panels.target(
+                            f"sum(rate({table_metric('stream_over_window_accessed_entry_count')}[$__rate_interval])) by (table_id, fragment_id)",
+                            "accessed entry count - table {{table_id}} fragment {{fragment_id}}",
+                        ),
+                        panels.target(
+                            f"sum(rate({table_metric('stream_over_window_compute_count')}[$__rate_interval])) by (table_id, fragment_id)",
+                            "compute count - table {{table_id}} fragment {{fragment_id}}",
+                        ),
+                        panels.target(
+                            f"sum(rate({table_metric('stream_over_window_same_output_count')}[$__rate_interval])) by (table_id, fragment_id)",
+                            "same output count - table {{table_id}} fragment {{fragment_id}}",
+                        ),
+                    ],
+                ),
                 panels.timeseries_percentage(
                     "Executor Cache Miss Ratio",
                     "",
diff --git a/grafana/risingwave-dev-dashboard.json b/grafana/risingwave-dev-dashboard.json
index f50e2ca62999..f29bac423ce1 100644
--- a/grafana/risingwave-dev-dashboard.json
+++ b/grafana/risingwave-dev-dashboard.json
@@ -1 +1 @@
-{"__inputs":[],"annotations":{"list":[]},"description":"RisingWave Dev Dashboard","editable":true,"gnetId":null,"graphTooltip":0,"hideControls":false,"id":null,"links":[],"panels":[{"cacheTimeout":null,"collapsed":true,"datasource":null,"description":null,"editable":true,"error":false,"fieldConfig":{"defaults":{"thresholds":{"mode":"absolute","steps":[]}}},"gridPos":{"h":1,"w":24,"x":0,"y":0},"height":null,"hideTimeOverride":false,"id":1,"interval":null,"links":[],"maxDataPoints":100,"maxPerRow":null,"minSpan":null,"panels":[{"cacheTimeout":null,"color":{"mode":"thresholds"},"columns":[],"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"description":"Information about actors","editable":true,"error":false,"fieldConfig":{"defaults":{"custom":{"align":"auto","displayMode":"auto","filterable":true},"thresholds":{"mode":"absolute","steps":[]}},"overrides":[]},"fontSize":"100%","gridPos":{"h":8,"w":12,"x":0,"y":0},"height":null,"hideTimeOverride":false,"id":2,"interval":null,"links":[],"mappings":[],"maxDataPoints":100,"maxPerRow":null,"minSpan":null,"options":{"showHeader":true},"repeat":null,"repeatDirection":null,"span":6,"targets":[{"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"expr":"group(actor_info{job=~\"$job\",instance=~\"$node\"}) by (actor_id, fragment_id, compute_node)","format":"table","hide":false,"instant":true,"interval":"","intervalFactor":2,"legendFormat":"","metric":"","query":"group(actor_info{job=~\"$job\",instance=~\"$node\"}) by (actor_id, fragment_id, compute_node)","refId":"","step":10,"target":""}],"timeFrom":null,"timeShift":null,"title":"Actor Info","transformations":[{"id":"organize","options":{"excludeByName":{"Time":true,"Value":true},"indexByName":{"actor_id":0,"compute_node":2,"fragment_id":1}}}],"transparent":false,"type":"table"},{"cacheTimeout":null,"color":{"mode":"thresholds"},"columns":[],"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"description":"Information about state tables. Column `materialized_view_id` is the id of the materialized view that this state table belongs to.","editable":true,"error":false,"fieldConfig":{"defaults":{"custom":{"align":"auto","displayMode":"auto","filterable":true},"thresholds":{"mode":"absolute","steps":[]}},"overrides":[]},"fontSize":"100%","gridPos":{"h":8,"w":12,"x":12,"y":0},"height":null,"hideTimeOverride":false,"id":3,"interval":null,"links":[],"mappings":[],"maxDataPoints":100,"maxPerRow":null,"minSpan":null,"options":{"showHeader":true},"repeat":null,"repeatDirection":null,"span":6,"targets":[{"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"expr":"group(table_info{job=~\"$job\",instance=~\"$node\"}) by (table_id, table_name, table_type, materialized_view_id, fragment_id, compaction_group_id)","format":"table","hide":false,"instant":true,"interval":"","intervalFactor":2,"legendFormat":"","metric":"","query":"group(table_info{job=~\"$job\",instance=~\"$node\"}) by (table_id, table_name, table_type, materialized_view_id, fragment_id, compaction_group_id)","refId":"","step":10,"target":""}],"timeFrom":null,"timeShift":null,"title":"State Table Info","transformations":[{"id":"organize","options":{"excludeByName":{"Time":true,"Value":true},"indexByName":{"compaction_group_id":5,"fragment_id":4,"materialized_view_id":3,"table_id":0,"table_name":1,"table_type":2}}}],"transparent":false,"type":"table"},{"cacheTimeout":null,"color":{"mode":"thresholds"},"columns":[],"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"description":"Actor count per compute node","editable":true,"error":false,"fieldConfig":{"defaults":{"custom":{"align":"auto","displayMode":"auto","filterable":true},"thresholds":{"mode":"absolute","steps":[]}},"overrides":[]},"fontSize":"100%","gridPos":{"h":8,"w":12,"x":0,"y":8},"height":null,"hideTimeOverride":false,"id":4,"interval":null,"links":[],"mappings":[],"maxDataPoints":100,"maxPerRow":null,"minSpan":null,"options":{"showHeader":true},"repeat":null,"repeatDirection":null,"span":6,"targets":[{"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"expr":"count(actor_info{job=~\"$job\",instance=~\"$node\"}) by (compute_node)","format":"table","hide":false,"instant":true,"interval":"","intervalFactor":2,"legendFormat":"","metric":"","query":"count(actor_info{job=~\"$job\",instance=~\"$node\"}) by (compute_node)","refId":"","step":10,"target":""}],"timeFrom":null,"timeShift":null,"title":"Actor Count (Group By Compute Node)","transformations":[{"id":"organize","options":{"excludeByName":{"Time":true},"indexByName":{"compaction_group_id":5,"fragment_id":4,"materialized_view_id":3,"table_id":0,"table_name":1,"table_type":2}}}],"transparent":false,"type":"table"}],"repeat":null,"repeatDirection":null,"span":null,"targets":[],"timeFrom":null,"timeShift":null,"title":"Actor/Table Id Info","transformations":[],"transparent":false,"type":"row"},{"cacheTimeout":null,"collapsed":true,"datasource":null,"description":null,"editable":true,"error":false,"fieldConfig":{"defaults":{"thresholds":{"mode":"absolute","steps":[]}}},"gridPos":{"h":1,"w":24,"x":0,"y":1},"height":null,"hideTimeOverride":false,"id":5,"interval":null,"links":[],"maxDataPoints":100,"maxPerRow":null,"minSpan":null,"panels":[{"cacheTimeout":null,"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"description":"The number of each type of RisingWave components alive.","editable":true,"error":false,"fieldConfig":{"defaults":{"color":{"mode":"palette-classic"},"custom":{"axisLabel":"","axisPlacement":"auto","barAlignment":0,"drawStyle":"line","fillOpacity":10,"gradientMode":"none","hideFrom":{"legend":false,"tooltip":false,"viz":false},"lineInterpolation":"linear","lineWidth":1,"pointSize":5,"scaleDistribution":{"log":2,"type":"linear"},"showPoints":"auto","spanNulls":false,"stacking":{},"thresholdsStyle":{"mode":"off"}},"mappings":[],"thresholds":{"mode":"absolute","steps":[]},"unit":""},"overrides":[]},"gridPos":{"h":8,"w":12,"x":0,"y":0},"height":null,"hideTimeOverride":false,"id":6,"interval":"1s","links":[],"maxDataPoints":1000,"maxPerRow":null,"minSpan":null,"options":{"legend":{"calcs":["last"],"displayMode":"table","placement":"bottom"},"tooltip":{"mode":"single"}},"repeat":null,"repeatDirection":null,"span":null,"targets":[{"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"expr":"sum(worker_num{job=~\"$job\",instance=~\"$node\"}) by (worker_type)","format":"time_series","hide":false,"instant":false,"interval":"","intervalFactor":2,"legendFormat":"{{worker_type}}","metric":"","query":"sum(worker_num{job=~\"$job\",instance=~\"$node\"}) by (worker_type)","refId":"","step":10,"target":""}],"timeFrom":null,"timeShift":null,"title":"Node Count","transformations":[],"transparent":false,"type":"timeseries"},{"cacheTimeout":null,"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"description":"The memory usage of each RisingWave component.","editable":true,"error":false,"fieldConfig":{"defaults":{"color":{"mode":"palette-classic"},"custom":{"axisLabel":"","axisPlacement":"auto","barAlignment":0,"drawStyle":"line","fillOpacity":10,"gradientMode":"none","hideFrom":{"legend":false,"tooltip":false,"viz":false},"lineInterpolation":"linear","lineWidth":1,"pointSize":5,"scaleDistribution":{"log":2,"type":"linear"},"showPoints":"auto","spanNulls":false,"stacking":{},"thresholdsStyle":{"mode":"off"}},"mappings":[],"thresholds":{"mode":"absolute","steps":[]},"unit":"bytes"},"overrides":[]},"gridPos":{"h":8,"w":12,"x":12,"y":0},"height":null,"hideTimeOverride":false,"id":7,"interval":"1s","links":[],"maxDataPoints":1000,"maxPerRow":null,"minSpan":null,"options":{"legend":{"calcs":[],"displayMode":"table","placement":"bottom"},"tooltip":{"mode":"single"}},"repeat":null,"repeatDirection":null,"span":null,"targets":[{"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"expr":"avg(process_resident_memory_bytes{job=~\"$job\",instance=~\"$node\"}) by (job, instance)","format":"time_series","hide":false,"instant":false,"interval":"","intervalFactor":2,"legendFormat":"{{job}} @ {{instance}}","metric":"","query":"avg(process_resident_memory_bytes{job=~\"$job\",instance=~\"$node\"}) by (job, instance)","refId":"","step":10,"target":""}],"timeFrom":null,"timeShift":null,"title":"Node Memory","transformations":[],"transparent":false,"type":"timeseries"},{"cacheTimeout":null,"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"description":"Memory usage relative to k8s resource limit of container. Only works in K8s environment","editable":true,"error":false,"fieldConfig":{"defaults":{"color":{"mode":"palette-classic"},"custom":{"axisLabel":"","axisPlacement":"auto","barAlignment":0,"drawStyle":"line","fillOpacity":10,"gradientMode":"none","hideFrom":{"legend":false,"tooltip":false,"viz":false},"lineInterpolation":"linear","lineWidth":1,"pointSize":5,"scaleDistribution":{"log":2,"type":"linear"},"showPoints":"auto","spanNulls":false,"stacking":{},"thresholdsStyle":{"mode":"off"}},"mappings":[],"thresholds":{"mode":"absolute","steps":[]},"unit":"percentunit"},"overrides":[]},"gridPos":{"h":8,"w":12,"x":0,"y":8},"height":null,"hideTimeOverride":false,"id":8,"interval":"1s","links":[],"maxDataPoints":1000,"maxPerRow":null,"minSpan":null,"options":{"legend":{"calcs":["mean"],"displayMode":"table","placement":"bottom"},"tooltip":{"mode":"single"}},"repeat":null,"repeatDirection":null,"span":null,"targets":[{"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"expr":"(avg by(namespace, pod) (container_memory_working_set_bytes{namespace=~\"$namespace\",pod=~\"$pod\",container=~\"$component\"})) / (  sum by(namespace, pod) (kube_pod_container_resource_limits{namespace=~\"$namespace\", pod=~\"$pod\", container=\"$component\", resource=\"memory\", unit=\"byte\"}))","format":"time_series","hide":false,"instant":false,"interval":"","intervalFactor":2,"legendFormat":"avg memory usage @ {{job}} @ {{instance}}","metric":"","query":"(avg by(namespace, pod) (container_memory_working_set_bytes{namespace=~\"$namespace\",pod=~\"$pod\",container=~\"$component\"})) / (  sum by(namespace, pod) (kube_pod_container_resource_limits{namespace=~\"$namespace\", pod=~\"$pod\", container=\"$component\", resource=\"memory\", unit=\"byte\"}))","refId":"","step":10,"target":""}],"timeFrom":null,"timeShift":null,"title":"Node Memory relative","transformations":[],"transparent":false,"type":"timeseries"},{"cacheTimeout":null,"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"description":"The CPU usage of each RisingWave component.","editable":true,"error":false,"fieldConfig":{"defaults":{"color":{"mode":"palette-classic"},"custom":{"axisLabel":"","axisPlacement":"auto","barAlignment":0,"drawStyle":"line","fillOpacity":10,"gradientMode":"none","hideFrom":{"legend":false,"tooltip":false,"viz":false},"lineInterpolation":"linear","lineWidth":1,"pointSize":5,"scaleDistribution":{"log":2,"type":"linear"},"showPoints":"auto","spanNulls":false,"stacking":{},"thresholdsStyle":{"mode":"off"}},"mappings":[],"thresholds":{"mode":"absolute","steps":[]},"unit":"percentunit"},"overrides":[]},"gridPos":{"h":8,"w":12,"x":12,"y":8},"height":null,"hideTimeOverride":false,"id":9,"interval":"1s","links":[],"maxDataPoints":1000,"maxPerRow":null,"minSpan":null,"options":{"legend":{"calcs":[],"displayMode":"table","placement":"bottom"},"tooltip":{"mode":"single"}},"repeat":null,"repeatDirection":null,"span":null,"targets":[{"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"expr":"sum(rate(process_cpu_seconds_total{job=~\"$job\",instance=~\"$node\"}[$__rate_interval])) by (job, instance)","format":"time_series","hide":false,"instant":false,"interval":"","intervalFactor":2,"legendFormat":"cpu usage (total) - {{job}} @ {{instance}}","metric":"","query":"sum(rate(process_cpu_seconds_total{job=~\"$job\",instance=~\"$node\"}[$__rate_interval])) by (job, instance)","refId":"","step":10,"target":""},{"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"expr":"sum(rate(process_cpu_seconds_total{job=~\"$job\",instance=~\"$node\"}[$__rate_interval])) by (job, instance) / avg(process_cpu_core_num{job=~\"$job\",instance=~\"$node\"}) by (job, instance) > 0","format":"time_series","hide":false,"instant":false,"interval":"","intervalFactor":2,"legendFormat":"cpu usage (avg per core) - {{job}} @ {{instance}}","metric":"","query":"sum(rate(process_cpu_seconds_total{job=~\"$job\",instance=~\"$node\"}[$__rate_interval])) by (job, instance) / avg(process_cpu_core_num{job=~\"$job\",instance=~\"$node\"}) by (job, instance) > 0","refId":"","step":10,"target":""}],"timeFrom":null,"timeShift":null,"title":"Node CPU","transformations":[],"transparent":false,"type":"timeseries"},{"cacheTimeout":null,"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"description":"CPU usage relative to k8s resource limit of container. Only works in K8s environment","editable":true,"error":false,"fieldConfig":{"defaults":{"color":{"mode":"palette-classic"},"custom":{"axisLabel":"","axisPlacement":"auto","barAlignment":0,"drawStyle":"line","fillOpacity":10,"gradientMode":"none","hideFrom":{"legend":false,"tooltip":false,"viz":false},"lineInterpolation":"linear","lineWidth":1,"pointSize":5,"scaleDistribution":{"log":2,"type":"linear"},"showPoints":"auto","spanNulls":false,"stacking":{},"thresholdsStyle":{"mode":"off"}},"mappings":[],"thresholds":{"mode":"absolute","steps":[]},"unit":"percentunit"},"overrides":[]},"gridPos":{"h":8,"w":12,"x":0,"y":16},"height":null,"hideTimeOverride":false,"id":10,"interval":"1s","links":[],"maxDataPoints":1000,"maxPerRow":null,"minSpan":null,"options":{"legend":{"calcs":[],"displayMode":"table","placement":"bottom"},"tooltip":{"mode":"single"}},"repeat":null,"repeatDirection":null,"span":null,"targets":[{"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"expr":"(sum(rate(container_cpu_usage_seconds_total{namespace=~\"$namespace\",container=~\"$component\",pod=~\"$pod\"}[$__rate_interval])) by (namespace, pod)) / (sum(kube_pod_container_resource_limits{namespace=~\"$namespace\",pod=~\"$pod\",container=~\"$component\", resource=\"cpu\"}) by (namespace, pod))","format":"time_series","hide":false,"instant":false,"interval":"","intervalFactor":2,"legendFormat":"cpu usage @ {{job}} @ {{instance}}","metric":"","query":"(sum(rate(container_cpu_usage_seconds_total{namespace=~\"$namespace\",container=~\"$component\",pod=~\"$pod\"}[$__rate_interval])) by (namespace, pod)) / (sum(kube_pod_container_resource_limits{namespace=~\"$namespace\",pod=~\"$pod\",container=~\"$component\", resource=\"cpu\"}) by (namespace, pod))","refId":"","step":10,"target":""}],"timeFrom":null,"timeShift":null,"title":"Node CPU relative","transformations":[],"transparent":false,"type":"timeseries"},{"cacheTimeout":null,"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"description":"RW cluster can configure multiple meta nodes to achieve high availability. 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diff --git a/grafana/risingwave-user-dashboard.json b/grafana/risingwave-user-dashboard.json
index 0d0619aad29e..037679704e38 100644
--- a/grafana/risingwave-user-dashboard.json
+++ b/grafana/risingwave-user-dashboard.json
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diff --git a/src/common/src/array/stream_record.rs b/src/common/src/array/stream_record.rs
index 1037f92b286c..cfd474017d93 100644
--- a/src/common/src/array/stream_record.rs
+++ b/src/common/src/array/stream_record.rs
@@ -28,7 +28,7 @@ pub enum RecordType {
 }
 
 /// Generic type to represent a row change.
-#[derive(Debug, Clone)]
+#[derive(Debug, Clone, Copy)]
 pub enum Record<R: Row> {
     Insert { new_row: R },
     Delete { old_row: R },
diff --git a/src/expr/core/src/window_function/kind.rs b/src/expr/core/src/window_function/kind.rs
index 04b320f8ce9f..25d195c09918 100644
--- a/src/expr/core/src/window_function/kind.rs
+++ b/src/expr/core/src/window_function/kind.rs
@@ -12,6 +12,7 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
+use enum_as_inner::EnumAsInner;
 use parse_display::{Display, FromStr};
 use risingwave_common::bail;
 
@@ -19,7 +20,7 @@ use crate::aggregate::AggKind;
 use crate::Result;
 
 /// Kind of window functions.
-#[derive(Debug, Display, FromStr, Clone, PartialEq, Eq, Hash)]
+#[derive(Debug, Display, FromStr, Clone, PartialEq, Eq, Hash, EnumAsInner)]
 #[display(style = "snake_case")]
 pub enum WindowFuncKind {
     // General-purpose window functions.
@@ -62,7 +63,7 @@ impl WindowFuncKind {
 }
 
 impl WindowFuncKind {
-    pub fn is_rank(&self) -> bool {
+    pub fn is_numbering(&self) -> bool {
         matches!(self, Self::RowNumber | Self::Rank | Self::DenseRank)
     }
 }
diff --git a/src/expr/core/src/window_function/states.rs b/src/expr/core/src/window_function/states.rs
index 63e9d0f8a6e4..8b9e9a7d25d1 100644
--- a/src/expr/core/src/window_function/states.rs
+++ b/src/expr/core/src/window_function/states.rs
@@ -86,6 +86,17 @@ impl WindowStates {
         }
         Ok(())
     }
+
+    /// Slide all windows forward, until the current key is `curr_key`, ignoring the output and evict hints.
+    /// After this method, `self.curr_key() == Some(curr_key)`.
+    /// `curr_key` must exist in the `WindowStates`.
+    pub fn just_slide_to(&mut self, curr_key: &StateKey) -> Result<()> {
+        // TODO(rc): with the knowledge of the old output, we can "jump" to the `curr_key` directly for some window function kind
+        while self.curr_key() != Some(curr_key) {
+            self.just_slide()?;
+        }
+        Ok(())
+    }
 }
 
 impl Deref for WindowStates {
diff --git a/src/frontend/src/optimizer/plan_node/logical_over_window.rs b/src/frontend/src/optimizer/plan_node/logical_over_window.rs
index 7a81b164fbaf..c75104643bea 100644
--- a/src/frontend/src/optimizer/plan_node/logical_over_window.rs
+++ b/src/frontend/src/optimizer/plan_node/logical_over_window.rs
@@ -278,7 +278,7 @@ impl LogicalOverWindow {
         let rewritten_selected_items = over_window_builder.rewrite_selected_items(select_exprs)?;
 
         for window_func in &window_functions {
-            if window_func.kind.is_rank() && window_func.order_by.sort_exprs.is_empty() {
+            if window_func.kind.is_numbering() && window_func.order_by.sort_exprs.is_empty() {
                 return Err(ErrorCode::InvalidInputSyntax(format!(
                     "window rank function without order by: {:?}",
                     window_func
diff --git a/src/frontend/src/optimizer/rule/over_window_split_rule.rs b/src/frontend/src/optimizer/rule/over_window_split_rule.rs
index b8114f85302c..85510a5ff974 100644
--- a/src/frontend/src/optimizer/rule/over_window_split_rule.rs
+++ b/src/frontend/src/optimizer/rule/over_window_split_rule.rs
@@ -36,7 +36,7 @@ impl Rule for OverWindowSplitRule {
             .iter()
             .enumerate()
             .map(|(idx, func)| {
-                let func_seq = if func.kind.is_rank() {
+                let func_seq = if func.kind.is_numbering() {
                     rank_func_seq += 1;
                     rank_func_seq
                 } else {
diff --git a/src/frontend/src/optimizer/rule/over_window_to_topn_rule.rs b/src/frontend/src/optimizer/rule/over_window_to_topn_rule.rs
index 76fbb649038a..10ab630a64e3 100644
--- a/src/frontend/src/optimizer/rule/over_window_to_topn_rule.rs
+++ b/src/frontend/src/optimizer/rule/over_window_to_topn_rule.rs
@@ -70,7 +70,7 @@ impl Rule for OverWindowToTopNRule {
             return None;
         }
         let window_func = &over_window.window_functions()[0];
-        if !window_func.kind.is_rank() {
+        if !window_func.kind.is_numbering() {
             // Only rank functions can be converted to TopN.
             return None;
         }
diff --git a/src/stream/src/common/table/state_table.rs b/src/stream/src/common/table/state_table.rs
index df85aa7f260c..f2228dbb4991 100644
--- a/src/stream/src/common/table/state_table.rs
+++ b/src/stream/src/common/table/state_table.rs
@@ -833,16 +833,16 @@ where
     pub async fn get_encoded_row(&self, pk: impl Row) -> StreamExecutorResult<Option<Bytes>> {
         assert!(pk.len() <= self.pk_indices.len());
 
-        if self.prefix_hint_len != 0 {
-            debug_assert_eq!(self.prefix_hint_len, pk.len());
-        }
-
         let serialized_pk =
             serialize_pk_with_vnode(&pk, &self.pk_serde, self.compute_vnode_by_pk(&pk));
 
         let prefix_hint = if self.prefix_hint_len != 0 && self.prefix_hint_len == pk.len() {
             Some(serialized_pk.slice(VirtualNode::SIZE..))
         } else {
+            #[cfg(debug_assertions)]
+            if self.prefix_hint_len != 0 {
+                warn!("prefix_hint_len is not equal to pk.len(), may not be able to utilize bloom filter");
+            }
             None
         };
 
diff --git a/src/stream/src/executor/monitor/streaming_stats.rs b/src/stream/src/executor/monitor/streaming_stats.rs
index 39ef1fec5c51..d592e0da6495 100644
--- a/src/stream/src/executor/monitor/streaming_stats.rs
+++ b/src/stream/src/executor/monitor/streaming_stats.rs
@@ -150,6 +150,9 @@ pub struct StreamingMetrics {
     over_window_range_cache_lookup_count: LabelGuardedIntCounterVec<3>,
     over_window_range_cache_left_miss_count: LabelGuardedIntCounterVec<3>,
     over_window_range_cache_right_miss_count: LabelGuardedIntCounterVec<3>,
+    over_window_accessed_entry_count: LabelGuardedIntCounterVec<3>,
+    over_window_compute_count: LabelGuardedIntCounterVec<3>,
+    over_window_same_output_count: LabelGuardedIntCounterVec<3>,
 
     /// The duration from receipt of barrier to all actors collection.
     /// And the max of all node `barrier_inflight_latency` is the latency for a barrier
@@ -805,6 +808,30 @@ impl StreamingMetrics {
             )
             .unwrap();
 
+        let over_window_accessed_entry_count = register_guarded_int_counter_vec_with_registry!(
+            "stream_over_window_accessed_entry_count",
+            "Over window accessed entry count",
+            &["table_id", "actor_id", "fragment_id"],
+            registry
+        )
+        .unwrap();
+
+        let over_window_compute_count = register_guarded_int_counter_vec_with_registry!(
+            "stream_over_window_compute_count",
+            "Over window compute count",
+            &["table_id", "actor_id", "fragment_id"],
+            registry
+        )
+        .unwrap();
+
+        let over_window_same_output_count = register_guarded_int_counter_vec_with_registry!(
+            "stream_over_window_same_output_count",
+            "Over window same output count",
+            &["table_id", "actor_id", "fragment_id"],
+            registry
+        )
+        .unwrap();
+
         let opts = histogram_opts!(
             "stream_barrier_inflight_duration_seconds",
             "barrier_inflight_latency",
@@ -1195,6 +1222,9 @@ impl StreamingMetrics {
             over_window_range_cache_lookup_count,
             over_window_range_cache_left_miss_count,
             over_window_range_cache_right_miss_count,
+            over_window_accessed_entry_count,
+            over_window_compute_count,
+            over_window_same_output_count,
             barrier_inflight_latency,
             barrier_sync_latency,
             barrier_manager_progress,
@@ -1632,6 +1662,15 @@ impl StreamingMetrics {
             over_window_range_cache_right_miss_count: self
                 .over_window_range_cache_right_miss_count
                 .with_guarded_label_values(label_list),
+            over_window_accessed_entry_count: self
+                .over_window_accessed_entry_count
+                .with_guarded_label_values(label_list),
+            over_window_compute_count: self
+                .over_window_compute_count
+                .with_guarded_label_values(label_list),
+            over_window_same_output_count: self
+                .over_window_same_output_count
+                .with_guarded_label_values(label_list),
         }
     }
 
@@ -1743,4 +1782,7 @@ pub struct OverWindowMetrics {
     pub over_window_range_cache_lookup_count: LabelGuardedIntCounter<3>,
     pub over_window_range_cache_left_miss_count: LabelGuardedIntCounter<3>,
     pub over_window_range_cache_right_miss_count: LabelGuardedIntCounter<3>,
+    pub over_window_accessed_entry_count: LabelGuardedIntCounter<3>,
+    pub over_window_compute_count: LabelGuardedIntCounter<3>,
+    pub over_window_same_output_count: LabelGuardedIntCounter<3>,
 }
diff --git a/src/stream/src/executor/over_window/frame_finder.rs b/src/stream/src/executor/over_window/frame_finder.rs
index 12e9f2184288..9cffb6e26d90 100644
--- a/src/stream/src/executor/over_window/frame_finder.rs
+++ b/src/stream/src/executor/over_window/frame_finder.rs
@@ -17,7 +17,7 @@
 
 use std::ops::Bound;
 
-use delta_btree_map::DeltaBTreeMap;
+use delta_btree_map::{CursorWithDelta, DeltaBTreeMap};
 use itertools::Itertools;
 use risingwave_common::row::OwnedRow;
 use risingwave_common::types::{Datum, Sentinelled, ToDatumRef};
@@ -150,7 +150,7 @@ pub(super) fn find_frame_end_for_rows_frame<'cache>(
 /// Given the first and last key in delta, calculate the order values of the first
 /// and the last frames logically affected by some `RANGE` frames.
 pub(super) fn calc_logical_curr_for_range_frames(
-    range_frames: &[&RangeFrameBounds],
+    range_frames: &[RangeFrameBounds],
     delta_first_key: &StateKey,
     delta_last_key: &StateKey,
 ) -> Option<(Sentinelled<Datum>, Sentinelled<Datum>)> {
@@ -167,7 +167,7 @@ pub(super) fn calc_logical_curr_for_range_frames(
 /// values of the logical start row of the first frame and the logical end row of the
 /// last frame.
 pub(super) fn calc_logical_boundary_for_range_frames(
-    range_frames: &[&RangeFrameBounds],
+    range_frames: &[RangeFrameBounds],
     first_curr_key: &StateKey,
     last_curr_key: &StateKey,
 ) -> Option<(Sentinelled<Datum>, Sentinelled<Datum>)> {
@@ -184,7 +184,7 @@ pub(super) fn calc_logical_boundary_for_range_frames(
 /// find the most closed cache key in `part_with_delta`. Ideally this function returns
 /// the smallest key that is larger than or equal to the given logical order (using `lower_bound`).
 pub(super) fn find_left_for_range_frames<'cache>(
-    range_frames: &[&RangeFrameBounds],
+    range_frames: &[RangeFrameBounds],
     part_with_delta: DeltaBTreeMap<'cache, CacheKey, OwnedRow>,
     logical_order_value: impl ToDatumRef,
     cache_key_pk_len: usize, // this is dirty but we have no better choice
@@ -201,7 +201,7 @@ pub(super) fn find_left_for_range_frames<'cache>(
 /// find the most closed cache key in `part_with_delta`. Ideally this function returns
 /// the largest key that is smaller than or equal to the given logical order (using `lower_bound`).
 pub(super) fn find_right_for_range_frames<'cache>(
-    range_frames: &[&RangeFrameBounds],
+    range_frames: &[RangeFrameBounds],
     part_with_delta: DeltaBTreeMap<'cache, CacheKey, OwnedRow>,
     logical_order_value: impl ToDatumRef,
     cache_key_pk_len: usize, // this is dirty but we have no better choice
@@ -284,6 +284,14 @@ fn find_curr_for_rows_frame<'cache, const LEFT: bool>(
     } else {
         part_with_delta.upper_bound(Bound::Included(delta_key))
     };
+    let pointed_key = |cursor: CursorWithDelta<'cache, CacheKey, OwnedRow>| {
+        if LEFT {
+            cursor.peek_next().map(|(k, _)| k)
+        } else {
+            cursor.peek_prev().map(|(k, _)| k)
+        }
+    };
+
     let n_rows_to_move = if LEFT {
         frame_bounds.n_following_rows().unwrap()
     } else {
@@ -291,8 +299,7 @@ fn find_curr_for_rows_frame<'cache, const LEFT: bool>(
     };
 
     if n_rows_to_move == 0 {
-        return cursor
-            .key()
+        return pointed_key(cursor)
             .or_else(|| {
                 if LEFT {
                     part_with_delta.last_key()
@@ -304,28 +311,16 @@ fn find_curr_for_rows_frame<'cache, const LEFT: bool>(
     }
 
     for _ in 0..n_rows_to_move {
-        // Note that we have to move before check, to handle situation where the
-        // cursor is at ghost position at first.
-        if LEFT {
-            cursor.move_prev();
-        } else {
-            cursor.move_next();
-        }
-        if cursor.position().is_ghost() {
+        let res = if LEFT { cursor.prev() } else { cursor.next() };
+        if res.is_none() {
+            // we reach the end
             break;
         }
     }
-    cursor
-        .key()
-        .or_else(|| {
-            // Note the difference between this with the `n_rows_to_move == 0` case.
-            if LEFT {
-                part_with_delta.first_key()
-            } else {
-                part_with_delta.last_key()
-            }
-        })
-        .unwrap()
+
+    // We always have a valid key here, because `part_with_delta` must not be empty,
+    // and `n_rows_to_move` is always larger than 0 when we reach here.
+    pointed_key(cursor).unwrap()
 }
 
 fn find_boundary_for_rows_frame<'cache, const LEFT: bool>(
@@ -350,8 +345,18 @@ fn find_boundary_for_rows_frame<'cache, const LEFT: bool>(
     // have `curr_key` which definitely exists in the `part_with_delta`. We just find
     // the cursor pointing to it and move the cursor to frame boundary.
 
-    let mut cursor = part_with_delta.find(curr_key).unwrap();
-    assert!(!cursor.position().is_ghost());
+    let mut cursor = if LEFT {
+        part_with_delta.before(curr_key).unwrap()
+    } else {
+        part_with_delta.after(curr_key).unwrap()
+    };
+    let pointed_key = |cursor: CursorWithDelta<'cache, CacheKey, OwnedRow>| {
+        if LEFT {
+            cursor.peek_next().map(|(k, _)| k)
+        } else {
+            cursor.peek_prev().map(|(k, _)| k)
+        }
+    };
 
     let n_rows_to_move = if LEFT {
         frame_bounds.n_preceding_rows().unwrap()
@@ -360,25 +365,16 @@ fn find_boundary_for_rows_frame<'cache, const LEFT: bool>(
     };
 
     for _ in 0..n_rows_to_move {
-        if LEFT {
-            cursor.move_prev();
-        } else {
-            cursor.move_next();
-        }
-        if cursor.position().is_ghost() {
+        let res = if LEFT { cursor.prev() } else { cursor.next() };
+        if res.is_none() {
+            // we reach the end
             break;
         }
     }
-    cursor
-        .key()
-        .or_else(|| {
-            if LEFT {
-                part_with_delta.first_key()
-            } else {
-                part_with_delta.last_key()
-            }
-        })
-        .unwrap()
+
+    // We always have a valid key here, because `cursor` must point to a valid key
+    // at the beginning.
+    pointed_key(cursor).unwrap()
 }
 
 /// Given a pair of left and right state keys, calculate the leftmost (smallest) and rightmost
@@ -391,7 +387,7 @@ fn find_boundary_for_rows_frame<'cache, const LEFT: bool>(
 /// repeating. Check [`calc_logical_curr_for_range_frames`] and [`calc_logical_boundary_for_range_frames`]
 /// if you cannot understand the purpose of this function.
 fn calc_logical_ord_for_range_frames(
-    range_frames: &[&RangeFrameBounds],
+    range_frames: &[RangeFrameBounds],
     left_key: &StateKey,
     right_key: &StateKey,
     left_offset_fn: impl Fn(&RangeFrameBounds, &Datum) -> Sentinelled<Datum>,
@@ -459,7 +455,7 @@ fn calc_logical_ord_for_range_frames(
 }
 
 fn find_for_range_frames<'cache, const LEFT: bool>(
-    range_frames: &[&RangeFrameBounds],
+    range_frames: &[RangeFrameBounds],
     part_with_delta: DeltaBTreeMap<'cache, CacheKey, OwnedRow>,
     logical_order_value: impl ToDatumRef,
     cache_key_pk_len: usize,
@@ -497,11 +493,15 @@ fn find_for_range_frames<'cache, const LEFT: bool>(
             // the curr key.
             prev_key
         } else {
-            // If cursor is in ghost position, it simply means that the search key is larger
+            // If there's nothing on the left, it simply means that the search key is larger
             // than any existing key. Returning the last key in this case does no harm. Especially,
             // if the last key is largest sentinel, the caller should extend the cache rightward
             // to get possible entries with the same order value into the cache.
-            cursor.key().or_else(|| part_with_delta.last_key()).unwrap()
+            cursor
+                .peek_next()
+                .map(|(k, _)| k)
+                .or_else(|| part_with_delta.last_key())
+                .unwrap()
         }
     } else {
         let cursor = part_with_delta.upper_bound(Bound::Included(&search_key));
@@ -511,7 +511,8 @@ fn find_for_range_frames<'cache, const LEFT: bool>(
             next_key
         } else {
             cursor
-                .key()
+                .peek_prev()
+                .map(|(k, _)| k)
                 .or_else(|| part_with_delta.first_key())
                 .unwrap()
         }
@@ -1204,13 +1205,13 @@ mod tests {
             let order_type = OrderType::ascending();
 
             let range_frames = [
-                &create_range_frame(
+                create_range_frame(
                     order_data_type.clone(),
                     order_type,
                     Preceding(3i64),
                     Preceding(2i64),
                 ),
-                &create_range_frame(
+                create_range_frame(
                     order_data_type.clone(),
                     order_type,
                     Preceding(1i64),
@@ -1252,7 +1253,7 @@ mod tests {
             let order_data_type = DataType::Timestamp;
             let order_type = OrderType::descending_nulls_first();
 
-            let range_frames = [&create_range_frame(
+            let range_frames = [create_range_frame(
                 order_data_type.clone(),
                 order_type,
                 Preceding(Interval::from_month_day_usec(1, 2, 3 * 1000 * 1000)),
@@ -1320,7 +1321,7 @@ mod tests {
             expected_left: Sentinelled<ScalarImpl>,
             expected_right: Sentinelled<ScalarImpl>,
         ) {
-            let frames = if matches!(order_data_type, DataType::Int32) {
+            let range_frames = if matches!(order_data_type, DataType::Int32) {
                 [create_range_frame(
                     order_data_type.clone(),
                     order_type,
@@ -1330,7 +1331,6 @@ mod tests {
             } else {
                 panic!()
             };
-            let range_frames = frames.iter().collect::<Vec<_>>();
             let logical_order_value = Some(logical_order_value);
             let cache_key_pk_len = 1;
 
diff --git a/src/stream/src/executor/over_window/general.rs b/src/stream/src/executor/over_window/general.rs
index 823a42480456..16bc8065f2a0 100644
--- a/src/stream/src/executor/over_window/general.rs
+++ b/src/stream/src/executor/over_window/general.rs
@@ -16,20 +16,20 @@ use std::collections::{btree_map, BTreeMap, HashSet};
 use std::marker::PhantomData;
 use std::ops::RangeInclusive;
 
-use delta_btree_map::{Change, PositionType};
+use delta_btree_map::Change;
 use itertools::Itertools;
 use risingwave_common::array::stream_record::Record;
 use risingwave_common::array::Op;
 use risingwave_common::row::RowExt;
 use risingwave_common::session_config::OverWindowCachePolicy as CachePolicy;
 use risingwave_common::types::DefaultOrdered;
-use risingwave_common::util::iter_util::ZipEqFast;
 use risingwave_common::util::memcmp_encoding::{self, MemcmpEncoded};
 use risingwave_common::util::sort_util::OrderType;
 use risingwave_expr::window_function::{
-    create_window_state, StateKey, WindowFuncCall, WindowStates,
+    RangeFrameBounds, RowsFrameBounds, StateKey, WindowFuncCall,
 };
 
+use super::frame_finder::merge_rows_frames;
 use super::over_partition::{
     new_empty_partition_cache, shrink_partition_cache, CacheKey, OverPartition, PartitionCache,
     PartitionDelta,
@@ -38,7 +38,6 @@ use crate::cache::ManagedLruCache;
 use crate::common::metrics::MetricsInfo;
 use crate::consistency::consistency_panic;
 use crate::executor::monitor::OverWindowMetrics;
-use crate::executor::over_window::over_partition::AffectedRange;
 use crate::executor::prelude::*;
 
 /// [`OverWindowExecutor`] consumes retractable input stream and produces window function outputs.
@@ -55,13 +54,12 @@ struct ExecutorInner<S: StateStore> {
     actor_ctx: ActorContextRef,
 
     schema: Schema,
-    calls: Vec<WindowFuncCall>,
+    calls: Calls,
     deduped_part_key_indices: Vec<usize>,
     order_key_indices: Vec<usize>,
     order_key_data_types: Vec<DataType>,
     order_key_order_types: Vec<OrderType>,
     input_pk_indices: Vec<usize>,
-    input_schema_len: usize,
     state_key_to_table_sub_pk_proj: Vec<usize>,
 
     state_table: StateTable<S>,
@@ -140,15 +138,85 @@ pub struct OverWindowExecutorArgs<S: StateStore> {
     pub cache_policy: CachePolicy,
 }
 
+/// Information about the window function calls.
+/// Contains the original calls and many other information that can be derived from the calls to avoid
+/// repeated calculation.
+pub(super) struct Calls {
+    calls: Vec<WindowFuncCall>,
+
+    /// The `ROWS` frame that is the union of all `ROWS` frames.
+    pub(super) super_rows_frame_bounds: RowsFrameBounds,
+    /// All `RANGE` frames.
+    pub(super) range_frames: Vec<RangeFrameBounds>,
+    pub(super) start_is_unbounded: bool,
+    pub(super) end_is_unbounded: bool,
+    /// Deduplicated indices of all arguments of all calls.
+    pub(super) all_arg_indices: Vec<usize>,
+
+    // TODO(rc): The following flags are used to optimize for `row_number`, `rank` and `dense_rank`.
+    // We should try our best to remove these flags while maintaining the performance in the future.
+    pub(super) numbering_only: bool,
+    pub(super) has_rank: bool,
+}
+
+impl Calls {
+    fn new(calls: Vec<WindowFuncCall>) -> Self {
+        let rows_frames = calls
+            .iter()
+            .filter_map(|call| call.frame.bounds.as_rows())
+            .collect::<Vec<_>>();
+        let super_rows_frame_bounds = merge_rows_frames(&rows_frames);
+        let range_frames = calls
+            .iter()
+            .filter_map(|call| call.frame.bounds.as_range())
+            .cloned()
+            .collect::<Vec<_>>();
+
+        let start_is_unbounded = calls
+            .iter()
+            .any(|call| call.frame.bounds.start_is_unbounded());
+        let end_is_unbounded = calls
+            .iter()
+            .any(|call| call.frame.bounds.end_is_unbounded());
+
+        let all_arg_indices = calls
+            .iter()
+            .flat_map(|call| call.args.val_indices().iter().copied())
+            .dedup()
+            .collect();
+
+        let numbering_only = calls.iter().all(|call| call.kind.is_numbering());
+        let has_rank = calls.iter().any(|call| call.kind.is_rank());
+
+        Self {
+            calls,
+            super_rows_frame_bounds,
+            range_frames,
+            start_is_unbounded,
+            end_is_unbounded,
+            all_arg_indices,
+            numbering_only,
+            has_rank,
+        }
+    }
+
+    pub(super) fn iter(&self) -> impl ExactSizeIterator<Item = &WindowFuncCall> {
+        self.calls.iter()
+    }
+
+    pub(super) fn len(&self) -> usize {
+        self.calls.len()
+    }
+}
+
 impl<S: StateStore> OverWindowExecutor<S> {
     pub fn new(args: OverWindowExecutorArgs<S>) -> Self {
+        let calls = Calls::new(args.calls);
+
         let input_info = args.input.info().clone();
         let input_schema = &input_info.schema;
 
-        let has_unbounded_frame = args
-            .calls
-            .iter()
-            .any(|call| call.frame.bounds.is_unbounded());
+        let has_unbounded_frame = calls.start_is_unbounded || calls.end_is_unbounded;
         let cache_policy = if has_unbounded_frame {
             // For unbounded frames, we finally need all entries of the partition in the cache,
             // so for simplicity we just use full cache policy for these cases.
@@ -183,13 +251,12 @@ impl<S: StateStore> OverWindowExecutor<S> {
             inner: ExecutorInner {
                 actor_ctx: args.actor_ctx,
                 schema: args.schema,
-                calls: args.calls,
+                calls,
                 deduped_part_key_indices,
                 order_key_indices: args.order_key_indices,
                 order_key_data_types,
                 order_key_order_types: args.order_key_order_types,
                 input_pk_indices: input_info.pk_indices,
-                input_schema_len: input_schema.len(),
                 state_key_to_table_sub_pk_proj,
                 state_table: args.state_table,
                 watermark_sequence: args.watermark_epoch,
@@ -279,8 +346,12 @@ impl<S: StateStore> OverWindowExecutor<S> {
         chunk: StreamChunk,
         metrics: &'a OverWindowMetrics,
     ) {
-        // (deduped) partition key => changes happened in the partition.
-        let mut deltas: BTreeMap<DefaultOrdered<OwnedRow>, PartitionDelta> = BTreeMap::new();
+        // (deduped) partition key => (
+        //   significant changes happened in the partition,
+        //   no-effect changes happened in the partition,
+        // )
+        let mut deltas: BTreeMap<DefaultOrdered<OwnedRow>, (PartitionDelta, PartitionDelta)> =
+            BTreeMap::new();
         // input pk of update records of which the order key is changed.
         let mut key_change_updated_pks = HashSet::new();
 
@@ -289,16 +360,16 @@ impl<S: StateStore> OverWindowExecutor<S> {
             match record {
                 Record::Insert { new_row } => {
                     let part_key = this.get_partition_key(new_row).into();
-                    let part_delta = deltas.entry(part_key).or_default();
-                    part_delta.insert(
+                    let (delta, _) = deltas.entry(part_key).or_default();
+                    delta.insert(
                         this.row_to_cache_key(new_row)?,
                         Change::Insert(new_row.into_owned_row()),
                     );
                 }
                 Record::Delete { old_row } => {
                     let part_key = this.get_partition_key(old_row).into();
-                    let part_delta = deltas.entry(part_key).or_default();
-                    part_delta.insert(this.row_to_cache_key(old_row)?, Change::Delete);
+                    let (delta, _) = deltas.entry(part_key).or_default();
+                    delta.insert(this.row_to_cache_key(old_row)?, Change::Delete);
                 }
                 Record::Update { old_row, new_row } => {
                     let old_part_key = this.get_partition_key(old_row).into();
@@ -307,23 +378,31 @@ impl<S: StateStore> OverWindowExecutor<S> {
                     let new_state_key = this.row_to_cache_key(new_row)?;
                     if old_part_key == new_part_key && old_state_key == new_state_key {
                         // not a key-change update
-                        let part_delta = deltas.entry(old_part_key).or_default();
-                        part_delta.insert(old_state_key, Change::Insert(new_row.into_owned_row()));
+                        let (delta, no_effect_delta) = deltas.entry(old_part_key).or_default();
+                        if old_row.project(&this.calls.all_arg_indices)
+                            == new_row.project(&this.calls.all_arg_indices)
+                        {
+                            // partition key, order key and arguments are all the same
+                            no_effect_delta
+                                .insert(old_state_key, Change::Insert(new_row.into_owned_row()));
+                        } else {
+                            delta.insert(old_state_key, Change::Insert(new_row.into_owned_row()));
+                        }
                     } else if old_part_key == new_part_key {
                         // order-change update, split into delete + insert, will be merged after
                         // building changes
                         key_change_updated_pks.insert(this.get_input_pk(old_row));
-                        let part_delta = deltas.entry(old_part_key).or_default();
-                        part_delta.insert(old_state_key, Change::Delete);
-                        part_delta.insert(new_state_key, Change::Insert(new_row.into_owned_row()));
+                        let (delta, _) = deltas.entry(old_part_key).or_default();
+                        delta.insert(old_state_key, Change::Delete);
+                        delta.insert(new_state_key, Change::Insert(new_row.into_owned_row()));
                     } else {
                         // partition-change update, split into delete + insert
                         // NOTE(rc): Since we append partition key to logical pk, we can't merge the
                         // delete + insert back to update later.
                         // TODO: IMO this behavior is problematic. Deep discussion is needed.
-                        let old_part_delta = deltas.entry(old_part_key).or_default();
+                        let (old_part_delta, _) = deltas.entry(old_part_key).or_default();
                         old_part_delta.insert(old_state_key, Change::Delete);
-                        let new_part_delta = deltas.entry(new_part_key).or_default();
+                        let (new_part_delta, _) = deltas.entry(new_part_key).or_default();
                         new_part_delta
                             .insert(new_state_key, Change::Insert(new_row.into_owned_row()));
                     }
@@ -337,7 +416,7 @@ impl<S: StateStore> OverWindowExecutor<S> {
         let mut chunk_builder = StreamChunkBuilder::new(this.chunk_size, this.schema.data_types());
 
         // Build final changes partition by partition.
-        for (part_key, delta) in deltas {
+        for (part_key, (delta, no_effect_delta)) in deltas {
             vars.stats.cache_lookup += 1;
             if !vars.cached_partitions.contains(&part_key.0) {
                 vars.stats.cache_miss += 1;
@@ -345,6 +424,54 @@ impl<S: StateStore> OverWindowExecutor<S> {
                     .put(part_key.0.clone(), new_empty_partition_cache());
             }
             let mut cache = vars.cached_partitions.get_mut(&part_key).unwrap();
+
+            // First, handle `Update`s that don't affect window function outputs.
+            // Be careful that changes in `delta` may (though we believe unlikely) affect the
+            // window function outputs of rows in `no_effect_delta`, so before handling `delta`
+            // we need to write all changes to state table, range cache and chunk builder.
+            for (key, change) in no_effect_delta {
+                let new_row = change.into_insert().unwrap(); // new row of an `Update`
+
+                let (old_row, from_cache) = if let Some(old_row) = cache.inner().get(&key).cloned()
+                {
+                    // Got old row from range cache.
+                    (old_row, true)
+                } else {
+                    // Retrieve old row from state table.
+                    let table_pk = (&new_row).project(this.state_table.pk_indices());
+                    // The accesses to the state table is ordered by table PK, so ideally we
+                    // can leverage the block cache under the hood.
+                    if let Some(old_row) = this.state_table.get_row(table_pk).await? {
+                        (old_row, false)
+                    } else {
+                        consistency_panic!(?part_key, ?key, ?new_row, "updating non-existing row");
+                        continue;
+                    }
+                };
+
+                // concatenate old outputs
+                let input_len = new_row.len();
+                let new_row = OwnedRow::new(
+                    new_row
+                        .into_iter()
+                        .chain(old_row.as_inner().iter().skip(input_len).cloned()) // chain old outputs
+                        .collect(),
+                );
+
+                // apply & emit the change
+                let record = Record::Update {
+                    old_row: &old_row,
+                    new_row: &new_row,
+                };
+                if let Some(chunk) = chunk_builder.append_record(record.as_ref()) {
+                    yield chunk;
+                }
+                this.state_table.write_record(record);
+                if from_cache {
+                    cache.insert(key, new_row);
+                }
+            }
+
             let mut partition = OverPartition::new(
                 &part_key,
                 &mut cache,
@@ -359,9 +486,13 @@ impl<S: StateStore> OverWindowExecutor<S> {
                 },
             );
 
+            if delta.is_empty() {
+                continue;
+            }
+
             // Build changes for current partition.
             let (part_changes, accessed_range) =
-                Self::build_changes_for_partition(this, &mut partition, delta).await?;
+                partition.build_changes(&this.state_table, delta).await?;
 
             for (key, record) in part_changes {
                 // Build chunk and yield if needed.
@@ -431,6 +562,15 @@ impl<S: StateStore> OverWindowExecutor<S> {
             metrics
                 .over_window_range_cache_right_miss_count
                 .inc_by(stats.right_miss_count);
+            metrics
+                .over_window_accessed_entry_count
+                .inc_by(stats.accessed_entry_count);
+            metrics
+                .over_window_compute_count
+                .inc_by(stats.compute_count);
+            metrics
+                .over_window_same_output_count
+                .inc_by(stats.same_output_count);
 
             // Update recently accessed range for later shrinking cache.
             if !this.cache_policy.is_full()
@@ -462,155 +602,6 @@ impl<S: StateStore> OverWindowExecutor<S> {
         }
     }
 
-    async fn build_changes_for_partition(
-        this: &ExecutorInner<S>,
-        partition: &mut OverPartition<'_, S>,
-        mut delta: PartitionDelta,
-    ) -> StreamExecutorResult<(
-        BTreeMap<StateKey, Record<OwnedRow>>,
-        Option<RangeInclusive<StateKey>>,
-    )> {
-        let mut part_changes = BTreeMap::new();
-
-        // Find affected ranges, this also ensures that all rows in the affected ranges are loaded
-        // into the cache.
-        let (part_with_delta, affected_ranges) = partition
-            .find_affected_ranges(&this.state_table, &mut delta)
-            .await?;
-
-        let snapshot = part_with_delta.snapshot();
-        let delta = part_with_delta.delta();
-
-        // Generate delete changes first, because deletes are skipped during iteration over
-        // `part_with_delta` in the next step.
-        for (key, change) in delta {
-            if change.is_delete() {
-                part_changes.insert(
-                    key.as_normal_expect().clone(),
-                    Record::Delete {
-                        old_row: snapshot.get(key).unwrap().clone(),
-                    },
-                );
-            }
-        }
-
-        let mut accessed_range: Option<RangeInclusive<StateKey>> = None;
-
-        for AffectedRange {
-            first_frame_start,
-            first_curr_key,
-            last_curr_key,
-            last_frame_end,
-        } in affected_ranges
-        {
-            assert!(first_frame_start <= first_curr_key);
-            assert!(first_curr_key <= last_curr_key);
-            assert!(last_curr_key <= last_frame_end);
-            assert!(first_frame_start.is_normal());
-            assert!(first_curr_key.is_normal());
-            assert!(last_curr_key.is_normal());
-            assert!(last_frame_end.is_normal());
-
-            if let Some(accessed_range) = accessed_range.as_mut() {
-                let min_start = first_frame_start
-                    .as_normal_expect()
-                    .min(accessed_range.start())
-                    .clone();
-                let max_end = last_frame_end
-                    .as_normal_expect()
-                    .max(accessed_range.end())
-                    .clone();
-                *accessed_range = min_start..=max_end;
-            } else {
-                accessed_range = Some(
-                    first_frame_start.as_normal_expect().clone()
-                        ..=last_frame_end.as_normal_expect().clone(),
-                );
-            }
-
-            let mut states =
-                WindowStates::new(this.calls.iter().map(create_window_state).try_collect()?);
-
-            // Populate window states with the affected range of rows.
-            {
-                let mut cursor = part_with_delta
-                    .find(first_frame_start)
-                    .expect("first frame start key must exist");
-                while {
-                    let (key, row) = cursor
-                        .key_value()
-                        .expect("cursor must be valid until `last_frame_end`");
-
-                    for (call, state) in this.calls.iter().zip_eq_fast(states.iter_mut()) {
-                        // TODO(rc): batch appending
-                        state.append(
-                            key.as_normal_expect().clone(),
-                            row.project(call.args.val_indices())
-                                .into_owned_row()
-                                .as_inner()
-                                .into(),
-                        );
-                    }
-                    cursor.move_next();
-
-                    key != last_frame_end
-                } {}
-            }
-
-            // Slide to the first affected key. We can safely compare to `Some(first_curr_key)` here
-            // because it must exist in the states, by the definition of affected range.
-            while states.curr_key() != Some(first_curr_key.as_normal_expect()) {
-                states.just_slide()?;
-            }
-            let mut curr_key_cursor = part_with_delta.find(first_curr_key).unwrap();
-            assert_eq!(
-                states.curr_key(),
-                curr_key_cursor.key().map(CacheKey::as_normal_expect)
-            );
-
-            // Slide and generate changes.
-            while {
-                let (key, row) = curr_key_cursor
-                    .key_value()
-                    .expect("cursor must be valid until `last_curr_key`");
-                let output = states.slide_no_evict_hint()?;
-                let new_row = OwnedRow::new(
-                    row.as_inner()
-                        .iter()
-                        .take(this.input_schema_len)
-                        .cloned()
-                        .chain(output)
-                        .collect(),
-                );
-
-                match curr_key_cursor.position() {
-                    PositionType::Ghost => unreachable!(),
-                    PositionType::Snapshot | PositionType::DeltaUpdate => {
-                        // update
-                        let old_row = snapshot.get(key).unwrap().clone();
-                        if old_row != new_row {
-                            part_changes.insert(
-                                key.as_normal_expect().clone(),
-                                Record::Update { old_row, new_row },
-                            );
-                        }
-                    }
-                    PositionType::DeltaInsert => {
-                        // insert
-                        part_changes
-                            .insert(key.as_normal_expect().clone(), Record::Insert { new_row });
-                    }
-                }
-
-                curr_key_cursor.move_next();
-
-                key != last_curr_key
-            } {}
-        }
-
-        Ok((part_changes, accessed_range))
-    }
-
     #[try_stream(ok = Message, error = StreamExecutorError)]
     async fn executor_inner(self) {
         let OverWindowExecutor {
diff --git a/src/stream/src/executor/over_window/over_partition.rs b/src/stream/src/executor/over_window/over_partition.rs
index da3b8da6ef84..dd9010502428 100644
--- a/src/stream/src/executor/over_window/over_partition.rs
+++ b/src/stream/src/executor/over_window/over_partition.rs
@@ -23,18 +23,17 @@ use delta_btree_map::{Change, DeltaBTreeMap};
 use educe::Educe;
 use futures_async_stream::for_await;
 use risingwave_common::array::stream_record::Record;
-use risingwave_common::row::{OwnedRow, Row};
+use risingwave_common::row::{OwnedRow, Row, RowExt};
 use risingwave_common::session_config::OverWindowCachePolicy as CachePolicy;
 use risingwave_common::types::{Datum, Sentinelled};
+use risingwave_common::util::iter_util::ZipEqFast;
 use risingwave_common_estimate_size::collections::EstimatedBTreeMap;
-use risingwave_expr::window_function::{
-    RangeFrameBounds, RowsFrameBounds, StateKey, WindowFuncCall,
-};
+use risingwave_expr::window_function::{create_window_state, StateKey, WindowStates};
 use risingwave_storage::store::PrefetchOptions;
 use risingwave_storage::StateStore;
 use static_assertions::const_assert;
 
-use super::general::RowConverter;
+use super::general::{Calls, RowConverter};
 use crate::common::table::state_table::StateTable;
 use crate::consistency::{consistency_error, enable_strict_consistency};
 use crate::executor::over_window::frame_finder::*;
@@ -238,11 +237,17 @@ pub(super) fn shrink_partition_cache(
     }
 }
 
-#[derive(Default)]
+#[derive(Default, Debug)]
 pub(super) struct OverPartitionStats {
+    // stats for range cache operations
     pub lookup_count: u64,
     pub left_miss_count: u64,
     pub right_miss_count: u64,
+
+    // stats for window function state computation
+    pub accessed_entry_count: u64,
+    pub compute_count: u64,
+    pub same_output_count: u64,
 }
 
 /// [`AffectedRange`] represents a range of keys that are affected by a delta.
@@ -287,12 +292,7 @@ pub(super) struct OverPartition<'a, S: StateStore> {
     range_cache: &'a mut PartitionCache,
     cache_policy: CachePolicy,
 
-    /// The `ROWS` frame that is the union of all `ROWS` frames of all window functions in this
-    /// over window executor.
-    super_rows_frame_bounds: RowsFrameBounds,
-    range_frames: Vec<&'a RangeFrameBounds>,
-    start_is_unbounded: bool,
-    end_is_unbounded: bool,
+    calls: &'a Calls,
     row_conv: RowConverter<'a>,
 
     stats: OverPartitionStats,
@@ -308,36 +308,15 @@ impl<'a, S: StateStore> OverPartition<'a, S> {
         deduped_part_key: &'a OwnedRow,
         cache: &'a mut PartitionCache,
         cache_policy: CachePolicy,
-        calls: &'a [WindowFuncCall],
+        calls: &'a Calls,
         row_conv: RowConverter<'a>,
     ) -> Self {
-        let rows_frames = calls
-            .iter()
-            .filter_map(|call| call.frame.bounds.as_rows())
-            .collect::<Vec<_>>();
-        // TODO(rc): maybe should avoid repeated merging
-        let super_rows_frame_bounds = merge_rows_frames(&rows_frames);
-        let range_frames = calls
-            .iter()
-            .filter_map(|call| call.frame.bounds.as_range())
-            .collect::<Vec<_>>();
-
-        let start_is_unbounded = calls
-            .iter()
-            .any(|call| call.frame.bounds.start_is_unbounded());
-        let end_is_unbounded = calls
-            .iter()
-            .any(|call| call.frame.bounds.end_is_unbounded());
-
         Self {
             deduped_part_key,
             range_cache: cache,
             cache_policy,
 
-            super_rows_frame_bounds,
-            range_frames,
-            start_is_unbounded,
-            end_is_unbounded,
+            calls,
             row_conv,
 
             stats: Default::default(),
@@ -406,6 +385,188 @@ impl<'a, S: StateStore> OverPartition<'a, S> {
             .unwrap_or(false)
     }
 
+    /// Build changes for the partition, with the given `delta`. Necessary maintenance of the range
+    /// cache will be done during this process, like loading rows from the `table` into the cache.
+    pub async fn build_changes(
+        &mut self,
+        table: &StateTable<S>,
+        mut delta: PartitionDelta,
+    ) -> StreamExecutorResult<(
+        BTreeMap<StateKey, Record<OwnedRow>>,
+        Option<RangeInclusive<StateKey>>,
+    )> {
+        let calls = self.calls;
+        let input_schema_len = table.get_data_types().len() - calls.len();
+        let numbering_only = calls.numbering_only;
+        let has_rank = calls.has_rank;
+
+        // return values
+        let mut part_changes = BTreeMap::new();
+        let mut accessed_range: Option<RangeInclusive<StateKey>> = None;
+
+        // stats
+        let mut accessed_entry_count = 0;
+        let mut compute_count = 0;
+        let mut same_output_count = 0;
+
+        // Find affected ranges, this also ensures that all rows in the affected ranges are loaded into the cache.
+        let (part_with_delta, affected_ranges) =
+            self.find_affected_ranges(table, &mut delta).await?;
+
+        let snapshot = part_with_delta.snapshot();
+        let delta = part_with_delta.delta();
+        let last_delta_key = delta.last_key_value().map(|(k, _)| k.as_normal_expect());
+
+        // Generate delete changes first, because deletes are skipped during iteration over
+        // `part_with_delta` in the next step.
+        for (key, change) in delta {
+            if change.is_delete() {
+                part_changes.insert(
+                    key.as_normal_expect().clone(),
+                    Record::Delete {
+                        old_row: snapshot.get(key).unwrap().clone(),
+                    },
+                );
+            }
+        }
+
+        for AffectedRange {
+            first_frame_start,
+            first_curr_key,
+            last_curr_key,
+            last_frame_end,
+        } in affected_ranges
+        {
+            assert!(first_frame_start <= first_curr_key);
+            assert!(first_curr_key <= last_curr_key);
+            assert!(last_curr_key <= last_frame_end);
+            assert!(first_frame_start.is_normal());
+            assert!(first_curr_key.is_normal());
+            assert!(last_curr_key.is_normal());
+            assert!(last_frame_end.is_normal());
+
+            let last_delta_key = last_delta_key.unwrap();
+
+            if let Some(accessed_range) = accessed_range.as_mut() {
+                let min_start = first_frame_start
+                    .as_normal_expect()
+                    .min(accessed_range.start())
+                    .clone();
+                let max_end = last_frame_end
+                    .as_normal_expect()
+                    .max(accessed_range.end())
+                    .clone();
+                *accessed_range = min_start..=max_end;
+            } else {
+                accessed_range = Some(
+                    first_frame_start.as_normal_expect().clone()
+                        ..=last_frame_end.as_normal_expect().clone(),
+                );
+            }
+
+            let mut states =
+                WindowStates::new(calls.iter().map(create_window_state).try_collect()?);
+
+            // Populate window states with the affected range of rows.
+            {
+                let mut cursor = part_with_delta
+                    .before(first_frame_start)
+                    .expect("first frame start key must exist");
+
+                while let Some((key, row)) = cursor.next() {
+                    accessed_entry_count += 1;
+
+                    for (call, state) in calls.iter().zip_eq_fast(states.iter_mut()) {
+                        // TODO(rc): batch appending
+                        // TODO(rc): append not only the arguments but also the old output for optimization
+                        state.append(
+                            key.as_normal_expect().clone(),
+                            row.project(call.args.val_indices())
+                                .into_owned_row()
+                                .as_inner()
+                                .into(),
+                        );
+                    }
+
+                    if key == last_frame_end {
+                        break;
+                    }
+                }
+            }
+
+            // Slide to the first affected key. We can safely pass in `first_curr_key` here
+            // because it definitely exists in the states by the definition of affected range.
+            states.just_slide_to(first_curr_key.as_normal_expect())?;
+            let mut curr_key_cursor = part_with_delta.before(first_curr_key).unwrap();
+            assert_eq!(
+                states.curr_key(),
+                curr_key_cursor
+                    .peek_next()
+                    .map(|(k, _)| k)
+                    .map(CacheKey::as_normal_expect)
+            );
+
+            // Slide and generate changes.
+            while let Some((key, row)) = curr_key_cursor.next() {
+                let mut should_stop = false;
+
+                let output = states.slide_no_evict_hint()?;
+                compute_count += 1;
+
+                let old_output = &row.as_inner()[input_schema_len..];
+                if !old_output.is_empty() && old_output == output {
+                    same_output_count += 1;
+
+                    if numbering_only {
+                        if has_rank {
+                            // It's possible that an `Insert` doesn't affect it's ties but affects
+                            // all the following rows, so we need to check the `order_key`.
+                            if key.as_normal_expect().order_key > last_delta_key.order_key {
+                                // there won't be any more changes after this point, we can stop early
+                                should_stop = true;
+                            }
+                        } else if key.as_normal_expect() >= last_delta_key {
+                            // there won't be any more changes after this point, we can stop early
+                            should_stop = true;
+                        }
+                    }
+                }
+
+                let new_row = OwnedRow::new(
+                    row.as_inner()
+                        .iter()
+                        .take(input_schema_len)
+                        .cloned()
+                        .chain(output)
+                        .collect(),
+                );
+
+                if let Some(old_row) = snapshot.get(key).cloned() {
+                    // update
+                    if old_row != new_row {
+                        part_changes.insert(
+                            key.as_normal_expect().clone(),
+                            Record::Update { old_row, new_row },
+                        );
+                    }
+                } else {
+                    // insert
+                    part_changes.insert(key.as_normal_expect().clone(), Record::Insert { new_row });
+                }
+
+                if should_stop || key == last_curr_key {
+                    break;
+                }
+            }
+        }
+
+        self.stats.accessed_entry_count += accessed_entry_count;
+        self.stats.compute_count += compute_count;
+        self.stats.same_output_count += same_output_count;
+
+        Ok((part_changes, accessed_range))
+    }
+
     /// Write a change record to state table and cache.
     /// This function must be called after finding affected ranges, which means the change records
     /// should never exceed the cached range.
@@ -437,7 +598,7 @@ impl<'a, S: StateStore> OverPartition<'a, S> {
     /// Find all ranges in the partition that are affected by the given delta.
     /// The returned ranges are guaranteed to be sorted and non-overlapping. All keys in the ranges
     /// are guaranteed to be cached, which means they should be [`Sentinelled::Normal`]s.
-    pub async fn find_affected_ranges<'s, 'delta>(
+    async fn find_affected_ranges<'s, 'delta>(
         &'s mut self,
         table: &StateTable<S>,
         delta: &'delta mut PartitionDelta,
@@ -449,18 +610,18 @@ impl<'a, S: StateStore> OverPartition<'a, S> {
         'a: 'delta,
         's: 'delta,
     {
-        self.ensure_delta_in_cache(table, delta).await?;
-        let delta = &*delta; // let's make it immutable
-
         if delta.is_empty() {
             return Ok((DeltaBTreeMap::new(self.range_cache.inner(), delta), vec![]));
         }
 
+        self.ensure_delta_in_cache(table, delta).await?;
+        let delta = &*delta; // let's make it immutable
+
         let delta_first = delta.first_key_value().unwrap().0.as_normal_expect();
         let delta_last = delta.last_key_value().unwrap().0.as_normal_expect();
 
         let range_frame_logical_curr =
-            calc_logical_curr_for_range_frames(&self.range_frames, delta_first, delta_last);
+            calc_logical_curr_for_range_frames(&self.calls.range_frames, delta_first, delta_last);
 
         loop {
             // TERMINATEABILITY: `extend_cache_leftward_by_n` and `extend_cache_rightward_by_n` keep
@@ -515,7 +676,7 @@ impl<'a, S: StateStore> OverPartition<'a, S> {
             // ensure everything is in the cache
             self.extend_cache_to_boundary(table).await?;
         } else {
-            // TODO(rc): later we should extend cache using `self.super_rows_frame_bounds` and
+            // TODO(rc): later we should extend cache using `self.calls.super_rows_frame_bounds` and
             // `range_frame_logical_curr` as hints.
 
             // ensure the cache covers all delta (if possible)
@@ -581,13 +742,13 @@ impl<'a, S: StateStore> OverPartition<'a, S> {
         let first_key = part_with_delta.first_key().unwrap();
         let last_key = part_with_delta.last_key().unwrap();
 
-        let first_curr_key = if self.end_is_unbounded || delta_first_key == first_key {
+        let first_curr_key = if self.calls.end_is_unbounded || delta_first_key == first_key {
             // If the frame end is unbounded, or, the first key is in delta, then the frame corresponding
             // to the first key is always affected.
             first_key
         } else {
             let mut key = find_first_curr_for_rows_frame(
-                &self.super_rows_frame_bounds,
+                &self.calls.super_rows_frame_bounds,
                 part_with_delta,
                 delta_first_key,
             );
@@ -595,7 +756,7 @@ impl<'a, S: StateStore> OverPartition<'a, S> {
             if let Some((logical_first_curr, _)) = range_frame_logical_curr {
                 let logical_curr = logical_first_curr.as_normal_expect(); // otherwise should go `end_is_unbounded` branch
                 let new_key = find_left_for_range_frames(
-                    &self.range_frames,
+                    &self.calls.range_frames,
                     part_with_delta,
                     logical_curr,
                     cache_key_pk_len,
@@ -606,12 +767,12 @@ impl<'a, S: StateStore> OverPartition<'a, S> {
             key
         };
 
-        let last_curr_key = if self.start_is_unbounded || delta_last_key == last_key {
+        let last_curr_key = if self.calls.start_is_unbounded || delta_last_key == last_key {
             // similar to `first_curr_key`
             last_key
         } else {
             let mut key = find_last_curr_for_rows_frame(
-                &self.super_rows_frame_bounds,
+                &self.calls.super_rows_frame_bounds,
                 part_with_delta,
                 delta_last_key,
             );
@@ -619,7 +780,7 @@ impl<'a, S: StateStore> OverPartition<'a, S> {
             if let Some((_, logical_last_curr)) = range_frame_logical_curr {
                 let logical_curr = logical_last_curr.as_normal_expect(); // otherwise should go `start_is_unbounded` branch
                 let new_key = find_right_for_range_frames(
-                    &self.range_frames,
+                    &self.calls.range_frames,
                     part_with_delta,
                     logical_curr,
                     cache_key_pk_len,
@@ -660,18 +821,18 @@ impl<'a, S: StateStore> OverPartition<'a, S> {
         }
 
         let range_frame_logical_boundary = calc_logical_boundary_for_range_frames(
-            &self.range_frames,
+            &self.calls.range_frames,
             first_curr_key.as_normal_expect(),
             last_curr_key.as_normal_expect(),
         );
 
-        let first_frame_start = if self.start_is_unbounded || first_curr_key == first_key {
+        let first_frame_start = if self.calls.start_is_unbounded || first_curr_key == first_key {
             // If the frame start is unbounded, or, the first curr key is the first key, then the first key
             // always need to be included in the affected range.
             first_key
         } else {
             let mut key = find_frame_start_for_rows_frame(
-                &self.super_rows_frame_bounds,
+                &self.calls.super_rows_frame_bounds,
                 part_with_delta,
                 first_curr_key,
             );
@@ -679,7 +840,7 @@ impl<'a, S: StateStore> OverPartition<'a, S> {
             if let Some((logical_first_start, _)) = range_frame_logical_boundary.as_ref() {
                 let logical_boundary = logical_first_start.as_normal_expect(); // otherwise should go `end_is_unbounded` branch
                 let new_key = find_left_for_range_frames(
-                    &self.range_frames,
+                    &self.calls.range_frames,
                     part_with_delta,
                     logical_boundary,
                     cache_key_pk_len,
@@ -691,12 +852,12 @@ impl<'a, S: StateStore> OverPartition<'a, S> {
         };
         assert!(first_frame_start <= first_curr_key);
 
-        let last_frame_end = if self.end_is_unbounded || last_curr_key == last_key {
+        let last_frame_end = if self.calls.end_is_unbounded || last_curr_key == last_key {
             // similar to `first_frame_start`
             last_key
         } else {
             let mut key = find_frame_end_for_rows_frame(
-                &self.super_rows_frame_bounds,
+                &self.calls.super_rows_frame_bounds,
                 part_with_delta,
                 last_curr_key,
             );
@@ -704,7 +865,7 @@ impl<'a, S: StateStore> OverPartition<'a, S> {
             if let Some((_, logical_last_end)) = range_frame_logical_boundary.as_ref() {
                 let logical_boundary = logical_last_end.as_normal_expect(); // otherwise should go `end_is_unbounded` branch
                 let new_key = find_right_for_range_frames(
-                    &self.range_frames,
+                    &self.calls.range_frames,
                     part_with_delta,
                     logical_boundary,
                     cache_key_pk_len,
diff --git a/src/utils/delta_btree_map/src/lib.rs b/src/utils/delta_btree_map/src/lib.rs
index 1f7e1a77190a..afb49fcda469 100644
--- a/src/utils/delta_btree_map/src/lib.rs
+++ b/src/utils/delta_btree_map/src/lib.rs
@@ -15,7 +15,7 @@
 #![feature(btree_cursors)]
 
 use std::cmp::Ordering;
-use std::collections::BTreeMap;
+use std::collections::{btree_map, BTreeMap};
 use std::ops::Bound;
 
 use educe::Educe;
@@ -28,6 +28,9 @@ use enum_as_inner::EnumAsInner;
 pub struct DeltaBTreeMap<'a, K: Ord, V> {
     snapshot: &'a BTreeMap<K, V>,
     delta: &'a BTreeMap<K, Change<V>>,
+
+    first_key: Option<&'a K>,
+    last_key: Option<&'a K>,
 }
 
 #[derive(Debug, Clone, Copy, PartialEq, Eq, EnumAsInner)]
@@ -37,8 +40,29 @@ pub enum Change<V> {
 }
 
 impl<'a, K: Ord, V> DeltaBTreeMap<'a, K, V> {
+    /// Create a new [`DeltaBTreeMap`] from the given snapshot and delta.
+    /// Best case time complexity: O(1), worst case time complexity: O(m), where m is `delta.len()`.
     pub fn new(snapshot: &'a BTreeMap<K, V>, delta: &'a BTreeMap<K, Change<V>>) -> Self {
-        Self { snapshot, delta }
+        let first_key = {
+            let cursor = CursorWithDelta {
+                ss_cursor: snapshot.lower_bound(Bound::Unbounded),
+                dt_cursor: delta.lower_bound(Bound::Unbounded),
+            };
+            cursor.peek_next().map(|(key, _)| key)
+        };
+        let last_key = {
+            let cursor = CursorWithDelta {
+                ss_cursor: snapshot.upper_bound(Bound::Unbounded),
+                dt_cursor: delta.upper_bound(Bound::Unbounded),
+            };
+            cursor.peek_prev().map(|(key, _)| key)
+        };
+        Self {
+            snapshot,
+            delta,
+            first_key,
+            last_key,
+        }
     }
 
     /// Get a reference to the snapshot.
@@ -51,238 +75,170 @@ impl<'a, K: Ord, V> DeltaBTreeMap<'a, K, V> {
         self.delta
     }
 
-    /// Get the first key in the updated version of the snapshot.
+    /// Get the first key in the updated version of the snapshot. Complexity: O(1).
     pub fn first_key(&self) -> Option<&'a K> {
-        let cursor = CursorWithDelta {
-            snapshot: self.snapshot,
-            delta: self.delta,
-            curr_key_value: None,
-        };
-        cursor.peek_next().map(|(key, _)| key)
+        self.first_key
     }
 
-    /// Get the last key in the updated version of the snapshot.
+    /// Get the last key in the updated version of the snapshot. Complexity: O(1).
     pub fn last_key(&self) -> Option<&'a K> {
-        let cursor = CursorWithDelta {
-            snapshot: self.snapshot,
-            delta: self.delta,
-            curr_key_value: None,
-        };
-        cursor.peek_prev().map(|(key, _)| key)
+        self.last_key
     }
 
-    /// Get a [`CursorWithDelta`] pointing to the element corresponding to the given key.
+    /// Get a [`CursorWithDelta`] pointing at the gap before the given given key.
     /// If the given key is not found in either the snapshot or the delta, `None` is returned.
-    pub fn find(&self, key: &K) -> Option<CursorWithDelta<'a, K, V>> {
-        let ss_cursor = self.snapshot.lower_bound(Bound::Included(key));
-        let dt_cursor = self.delta.lower_bound(Bound::Included(key));
-        let ss_cursor_kv = ss_cursor.peek_next();
-        let dt_cursor_kv = dt_cursor.peek_next();
-        let curr_key_value = if dt_cursor_kv.map(|(k, _)| k) == Some(key) {
-            match dt_cursor_kv.unwrap() {
-                (key, Change::Insert(value)) => (key, value),
-                (_key, Change::Delete) => {
-                    // the key is deleted
-                    return None;
-                }
-            }
-        } else if ss_cursor_kv.map(|(k, _)| k) == Some(key) {
-            ss_cursor_kv.unwrap()
-        } else {
-            // the key doesn't exist
+    pub fn before(&self, key: &K) -> Option<CursorWithDelta<'a, K, V>> {
+        let cursor = self.lower_bound(Bound::Included(key));
+        if cursor.peek_next().map(|(k, _)| k) != Some(key) {
             return None;
-        };
-        Some(CursorWithDelta {
-            snapshot: self.snapshot,
-            delta: self.delta,
-            curr_key_value: Some(curr_key_value),
-        })
+        }
+        Some(cursor)
+    }
+
+    /// Get a [`CursorWithDelta`] pointing at the gap after the given given key.
+    /// If the given key is not found in either the snapshot or the delta, `None` is returned.
+    pub fn after(&self, key: &K) -> Option<CursorWithDelta<'a, K, V>> {
+        let cursor = self.upper_bound(Bound::Included(key));
+        if cursor.peek_prev().map(|(k, _)| k) != Some(key) {
+            return None;
+        }
+        Some(cursor)
     }
 
-    /// Get a [`CursorWithDelta`] pointing to the first element that is above the given bound.
+    /// Get a [`CursorWithDelta`] pointing at the gap before the smallest key greater than the given bound.
     pub fn lower_bound(&self, bound: Bound<&K>) -> CursorWithDelta<'a, K, V> {
-        // the implementation is very similar to `CursorWithDelta::peek_next`
-        let mut ss_cursor = self.snapshot.lower_bound(bound);
-        let mut dt_cursor = self.delta.lower_bound(bound);
-        let next_ss_entry = || ss_cursor.next();
-        let next_dt_entry = || dt_cursor.next();
-        let curr_key_value =
-            CursorWithDelta::peek_impl(PeekDirection::Next, next_ss_entry, next_dt_entry);
+        let ss_cursor = self.snapshot.lower_bound(bound);
+        let dt_cursor = self.delta.lower_bound(bound);
         CursorWithDelta {
-            snapshot: self.snapshot,
-            delta: self.delta,
-            curr_key_value,
+            ss_cursor,
+            dt_cursor,
         }
     }
 
-    /// Get a [`CursorWithDelta`] pointing to the first element that is below the given bound.
+    /// Get a [`CursorWithDelta`] pointing at the gap after the greatest key smaller than the given bound.
     pub fn upper_bound(&self, bound: Bound<&K>) -> CursorWithDelta<'a, K, V> {
-        // the implementation is very similar to `CursorWithDelta::peek_prev`
-        let mut ss_cursor = self.snapshot.upper_bound(bound);
-        let mut dt_cursor = self.delta.upper_bound(bound);
-        let prev_ss_entry = || ss_cursor.prev();
-        let prev_dt_entry = || dt_cursor.prev();
-        let curr_key_value =
-            CursorWithDelta::peek_impl(PeekDirection::Prev, prev_ss_entry, prev_dt_entry);
+        let ss_cursor = self.snapshot.upper_bound(bound);
+        let dt_cursor = self.delta.upper_bound(bound);
         CursorWithDelta {
-            snapshot: self.snapshot,
-            delta: self.delta,
-            curr_key_value,
+            ss_cursor,
+            dt_cursor,
         }
     }
 }
 
 /// Cursor that can iterate back and forth over the updated version of the snapshot.
-#[derive(Debug, Clone, Copy, PartialEq, Eq)]
+///
+/// A cursor always points at the gap of items in the map. For example:
+///
+/// ```text
+/// | Foo | Bar |
+/// ^     ^     ^
+/// 1     2     3
+/// ```
+///
+/// The cursor can be at position 1, 2, or 3.
+/// If it's at position 1, `peek_prev` will return `None`, and `peek_next` will return `Foo`.
+/// If it's at position 3, `peek_prev` will return `Bar`, and `peek_next` will return `None`.
+#[derive(Debug, Clone)]
 pub struct CursorWithDelta<'a, K: Ord, V> {
-    snapshot: &'a BTreeMap<K, V>,
-    delta: &'a BTreeMap<K, Change<V>>,
-    curr_key_value: Option<(&'a K, &'a V)>,
+    ss_cursor: btree_map::Cursor<'a, K, V>,
+    dt_cursor: btree_map::Cursor<'a, K, Change<V>>,
 }
 
-/// Type of cursor position. [`PositionType::Ghost`] is a special position between the first and
-/// the last item, where the key and value are `None`.
-#[derive(Debug, Clone, Copy, PartialEq, Eq, EnumAsInner)]
-pub enum PositionType {
-    Ghost,
-    Snapshot,
-    DeltaUpdate,
-    DeltaInsert,
-}
+impl<'a, K: Ord, V> CursorWithDelta<'a, K, V> {
+    pub fn peek_prev(&self) -> Option<(&'a K, &'a V)> {
+        self.peek::<false /* PREV */>()
+    }
 
-#[derive(PartialEq, Eq)]
-enum PeekDirection {
-    Next,
-    Prev,
-}
+    pub fn peek_next(&self) -> Option<(&'a K, &'a V)> {
+        self.peek::<true /* NEXT */>()
+    }
 
-impl<'a, K: Ord, V> CursorWithDelta<'a, K, V> {
-    /// Get the cursor position type.
-    pub fn position(&self) -> PositionType {
-        let Some((key, _)) = self.curr_key_value else {
-            return PositionType::Ghost;
-        };
-        if self.delta.contains_key(key) {
-            assert!(matches!(self.delta.get(key).unwrap(), Change::Insert(_)));
-            if self.snapshot.contains_key(key) {
-                PositionType::DeltaUpdate
-            } else {
-                PositionType::DeltaInsert
-            }
-        } else {
-            assert!(self.snapshot.contains_key(key));
-            PositionType::Snapshot
-        }
+    pub fn prev(&mut self) -> Option<(&'a K, &'a V)> {
+        self.r#move::<false /* PREV */>()
     }
 
-    /// Get the key pointed by the cursor.
-    pub fn key(&self) -> Option<&'a K> {
-        self.curr_key_value.map(|(k, _)| k)
+    #[allow(clippy::should_implement_trait)]
+    pub fn next(&mut self) -> Option<(&'a K, &'a V)> {
+        self.r#move::<true /* NEXT */>()
     }
 
-    /// Get the value pointed by the cursor.
-    pub fn value(&self) -> Option<&'a V> {
-        self.curr_key_value.map(|(_, v)| v)
+    fn peek<const NEXT: bool>(&self) -> Option<(&'a K, &'a V)> {
+        let mut ss_cursor = self.ss_cursor.clone();
+        let mut dt_cursor = self.dt_cursor.clone();
+        let res = Self::move_impl::<NEXT>(&mut ss_cursor, &mut dt_cursor);
+        res
     }
 
-    /// Get the key-value pair pointed by the cursor.
-    pub fn key_value(&self) -> Option<(&'a K, &'a V)> {
-        self.curr_key_value
+    fn r#move<const NEXT: bool>(&mut self) -> Option<(&'a K, &'a V)> {
+        let mut ss_cursor = self.ss_cursor.clone();
+        let mut dt_cursor = self.dt_cursor.clone();
+        let res = Self::move_impl::<NEXT>(&mut ss_cursor, &mut dt_cursor);
+        self.ss_cursor = ss_cursor;
+        self.dt_cursor = dt_cursor;
+        res
     }
 
-    fn peek_impl(
-        direction: PeekDirection,
-        mut next_ss_entry: impl FnMut() -> Option<(&'a K, &'a V)>,
-        mut next_dt_entry: impl FnMut() -> Option<(&'a K, &'a Change<V>)>,
+    fn move_impl<const NEXT: bool>(
+        ss_cursor: &mut btree_map::Cursor<'a, K, V>,
+        dt_cursor: &mut btree_map::Cursor<'a, K, Change<V>>,
     ) -> Option<(&'a K, &'a V)> {
         loop {
-            match (next_ss_entry(), next_dt_entry()) {
+            let ss_peek = if NEXT {
+                ss_cursor.peek_next()
+            } else {
+                ss_cursor.peek_prev()
+            };
+            let dt_peek = if NEXT {
+                dt_cursor.peek_next()
+            } else {
+                dt_cursor.peek_prev()
+            };
+
+            let in_delta = match (ss_peek, dt_peek) {
                 (None, None) => return None,
-                (None, Some((key, change))) => return Some((key, change.as_insert().unwrap())),
-                (Some((key, value)), None) => return Some((key, value)),
-                (Some((ss_key, ss_value)), Some((dt_key, dt_change))) => match ss_key.cmp(dt_key) {
-                    Ordering::Less => {
-                        if direction == PeekDirection::Next {
-                            return Some((ss_key, ss_value));
+                (None, Some(_)) => true,
+                (Some(_), None) => false,
+                (Some((ss_key, _)), Some((dt_key, dt_change))) => match ss_key.cmp(dt_key) {
+                    Ordering::Less => !NEXT,   // if NEXT { in snapshot } else { in delta }
+                    Ordering::Greater => NEXT, // if NEXT { in delta } else { in snapshot }
+                    Ordering::Equal => {
+                        if NEXT {
+                            ss_cursor.next().unwrap();
                         } else {
-                            return Some((dt_key, dt_change.as_insert().unwrap()));
+                            ss_cursor.prev().unwrap();
                         }
-                    }
-                    Ordering::Greater => {
-                        if direction == PeekDirection::Next {
-                            return Some((dt_key, dt_change.as_insert().unwrap()));
-                        } else {
-                            return Some((ss_key, ss_value));
+                        match dt_change {
+                            Change::Insert(_) => true, // in delta
+                            Change::Delete => {
+                                if NEXT {
+                                    dt_cursor.next().unwrap();
+                                } else {
+                                    dt_cursor.prev().unwrap();
+                                }
+                                continue;
+                            }
                         }
                     }
-                    Ordering::Equal => match dt_change {
-                        Change::Insert(v) => return Some((ss_key, v)),
-                        Change::Delete => continue,
-                    },
                 },
+            };
+
+            if in_delta {
+                let (key, change) = if NEXT {
+                    dt_cursor.next().unwrap()
+                } else {
+                    dt_cursor.prev().unwrap()
+                };
+                return Some((key, change.as_insert().unwrap()));
+            } else {
+                return if NEXT {
+                    ss_cursor.next()
+                } else {
+                    ss_cursor.prev()
+                };
             }
         }
     }
-
-    /// Peek the next key-value pair.
-    pub fn peek_next(&self) -> Option<(&'a K, &'a V)> {
-        if let Some(key) = self.key() {
-            let mut ss_cursor = self.snapshot.lower_bound(Bound::Included(key));
-            let mut dt_cursor = self.delta.lower_bound(Bound::Included(key));
-            // either one of `ss_cursor.key()` and `dt_cursor.key()` == `Some(key)`, or both are
-            if ss_cursor.peek_next().map(|(k, _)| k) == Some(key) {
-                ss_cursor.next();
-            }
-            if dt_cursor.peek_next().map(|(k, _)| k) == Some(key) {
-                dt_cursor.next();
-            }
-            let next_ss_entry = || ss_cursor.next();
-            let next_dt_entry = || dt_cursor.next();
-            Self::peek_impl(PeekDirection::Next, next_ss_entry, next_dt_entry)
-        } else {
-            // we are at the ghost position, now let's go back to the beginning
-            let mut ss_iter = self.snapshot.iter();
-            let mut dt_iter = self.delta.iter();
-            Self::peek_impl(PeekDirection::Next, || ss_iter.next(), || dt_iter.next())
-        }
-    }
-
-    /// Peek the previous key-value pair.
-    pub fn peek_prev(&self) -> Option<(&'a K, &'a V)> {
-        if let Some(key) = self.key() {
-            let mut ss_cursor = self.snapshot.upper_bound(Bound::Included(key));
-            let mut dt_cursor = self.delta.upper_bound(Bound::Included(key));
-            // either one of `ss_cursor.key()` and `dt_cursor.key()` == `Some(key)`, or both are
-            if ss_cursor.peek_prev().map(|(k, _)| k) == Some(key) {
-                ss_cursor.prev();
-            }
-            if dt_cursor.peek_prev().map(|(k, _)| k) == Some(key) {
-                dt_cursor.prev();
-            }
-            let next_ss_entry = || ss_cursor.prev();
-            let next_dt_entry = || dt_cursor.prev();
-            Self::peek_impl(PeekDirection::Prev, next_ss_entry, next_dt_entry)
-        } else {
-            // we are at the ghost position, now let's go back to the end
-            let mut ss_iter = self.snapshot.iter();
-            let mut dt_iter = self.delta.iter();
-            Self::peek_impl(
-                PeekDirection::Prev,
-                || ss_iter.next_back(),
-                || dt_iter.next_back(),
-            )
-        }
-    }
-
-    /// Move the cursor to the next position.
-    pub fn move_next(&mut self) {
-        self.curr_key_value = self.peek_next();
-    }
-
-    /// Move the cursor to the previous position.
-    pub fn move_prev(&mut self) {
-        self.curr_key_value = self.peek_prev();
-    }
 }
 
 #[cfg(test)]
@@ -297,9 +253,10 @@ mod tests {
 
         assert_eq!(delta_map.first_key(), None);
         assert_eq!(delta_map.last_key(), None);
-        assert_eq!(delta_map.find(&1), None);
-        assert_eq!(delta_map.lower_bound(Bound::Included(&1)).key(), None);
-        assert_eq!(delta_map.upper_bound(Bound::Included(&1)).key(), None);
+        assert!(delta_map.before(&1).is_none());
+        assert!(delta_map.after(&1).is_none());
+        assert_eq!(delta_map.lower_bound(Bound::Included(&1)).peek_next(), None);
+        assert_eq!(delta_map.upper_bound(Bound::Included(&1)).peek_prev(), None);
 
         let mut map = BTreeMap::new();
         map.insert(1, "1");
@@ -310,9 +267,9 @@ mod tests {
         let delta_map = DeltaBTreeMap::new(&map, &delta);
         assert_eq!(delta_map.first_key(), None);
         assert_eq!(delta_map.last_key(), None);
-        assert_eq!(delta_map.find(&1), None);
-        assert_eq!(delta_map.find(&2), None);
-        assert_eq!(delta_map.find(&3), None);
+        assert!(delta_map.before(&1).is_none());
+        assert!(delta_map.before(&2).is_none());
+        assert!(delta_map.before(&3).is_none());
     }
 
     #[test]
@@ -326,40 +283,46 @@ mod tests {
 
         assert_eq!(delta_map.first_key(), Some(&1));
         assert_eq!(delta_map.last_key(), Some(&5));
-        assert_eq!(delta_map.find(&100), None);
-        assert_eq!(delta_map.lower_bound(Bound::Included(&1)).key(), Some(&1));
-        assert_eq!(delta_map.lower_bound(Bound::Excluded(&3)).key(), Some(&5));
-        assert_eq!(delta_map.upper_bound(Bound::Included(&1)).key(), Some(&1));
-        assert_eq!(delta_map.upper_bound(Bound::Excluded(&3)).key(), Some(&2));
-
-        let mut cursor = delta_map.find(&2).unwrap();
-        assert_eq!(cursor.position(), PositionType::Snapshot);
-        assert_eq!(cursor.key(), Some(&2));
-        assert_eq!(cursor.value(), Some(&"2"));
-        assert_eq!(cursor.key_value(), Some((&2, &"2")));
-        assert_eq!(cursor.peek_next(), Some((&5, &"5")));
-        assert_eq!(cursor.peek_prev(), Some((&1, &"1")));
-        cursor.move_next();
-        assert_eq!(cursor.key(), Some(&5));
-        assert_eq!(cursor.value(), Some(&"5"));
-        cursor.move_next();
-        assert_eq!(cursor.position(), PositionType::Ghost);
-        assert_eq!(cursor.key(), None);
-        assert_eq!(cursor.value(), None);
-        cursor.move_prev();
-        assert_eq!(cursor.key(), Some(&5));
-        assert_eq!(cursor.value(), Some(&"5"));
-        cursor.move_prev();
-        cursor.move_prev();
-        assert_eq!(cursor.key(), Some(&1));
-        assert_eq!(cursor.value(), Some(&"1"));
-        assert_eq!(cursor.peek_prev(), None);
+        assert!(delta_map.before(&100).is_none());
+        assert_eq!(
+            delta_map.lower_bound(Bound::Included(&1)).peek_next(),
+            Some((&1, &"1"))
+        );
+        assert_eq!(
+            delta_map.lower_bound(Bound::Excluded(&3)).peek_next(),
+            Some((&5, &"5"))
+        );
+        assert_eq!(
+            delta_map.upper_bound(Bound::Included(&1)).peek_prev(),
+            Some((&1, &"1"))
+        );
+        assert_eq!(
+            delta_map.upper_bound(Bound::Excluded(&3)).peek_prev(),
+            Some((&2, &"2"))
+        );
+
+        let mut cursor = delta_map.before(&2).unwrap();
         assert_eq!(cursor.peek_next(), Some((&2, &"2")));
-        cursor.move_prev();
-        assert_eq!(cursor.key(), None);
-        assert_eq!(cursor.value(), None);
+        assert_eq!(cursor.peek_prev(), Some((&1, &"1")));
+        let (key, value) = cursor.next().unwrap();
+        assert_eq!(key, &2);
+        assert_eq!(value, &"2");
+        assert_eq!(cursor.peek_next(), Some((&5, &"5")));
+        assert_eq!(cursor.peek_prev(), Some((&2, &"2")));
+        cursor.next();
+        assert_eq!(cursor.peek_next(), None);
+        cursor.next();
+        assert_eq!(cursor.peek_next(), None);
         assert_eq!(cursor.peek_prev(), Some((&5, &"5")));
+        cursor.prev();
+        assert_eq!(cursor.peek_next(), Some((&5, &"5")));
+        cursor.prev();
+        cursor.prev();
         assert_eq!(cursor.peek_next(), Some((&1, &"1")));
+        assert_eq!(cursor.peek_prev(), None);
+        cursor.prev();
+        assert_eq!(cursor.peek_next(), Some((&1, &"1")));
+        assert_eq!(cursor.peek_prev(), None);
     }
 
     #[test]
@@ -372,35 +335,42 @@ mod tests {
 
         assert_eq!(delta_map.first_key(), Some(&1));
         assert_eq!(delta_map.last_key(), Some(&2));
-        assert_eq!(delta_map.find(&100), None);
-        assert_eq!(delta_map.lower_bound(Bound::Included(&1)).key(), Some(&1));
-        assert_eq!(delta_map.lower_bound(Bound::Excluded(&1)).key(), Some(&2));
-        assert_eq!(delta_map.upper_bound(Bound::Included(&1)).key(), Some(&1));
-        assert_eq!(delta_map.upper_bound(Bound::Excluded(&10)).key(), Some(&2));
-
-        let mut cursor = delta_map.find(&2).unwrap();
-        assert_eq!(cursor.position(), PositionType::DeltaInsert);
-        assert_eq!(cursor.key(), Some(&2));
-        assert_eq!(cursor.value(), Some(&"2"));
-        assert_eq!(cursor.key_value(), Some((&2, &"2")));
+        assert!(delta_map.before(&100).is_none());
+        assert_eq!(
+            delta_map.lower_bound(Bound::Included(&1)).peek_next(),
+            Some((&1, &"1"))
+        );
+        assert_eq!(
+            delta_map.lower_bound(Bound::Excluded(&1)).peek_next(),
+            Some((&2, &"2"))
+        );
+        assert_eq!(
+            delta_map.upper_bound(Bound::Included(&1)).peek_prev(),
+            Some((&1, &"1"))
+        );
+        assert_eq!(
+            delta_map.upper_bound(Bound::Excluded(&10)).peek_prev(),
+            Some((&2, &"2"))
+        );
+
+        let mut cursor = delta_map.before(&2).unwrap();
+        assert_eq!(cursor.peek_next(), Some((&2, &"2")));
+        assert_eq!(cursor.peek_prev(), Some((&1, &"1")));
+        cursor.next();
+        assert_eq!(cursor.peek_next(), None);
+        assert_eq!(cursor.peek_prev(), Some((&2, &"2")));
+        cursor.next();
         assert_eq!(cursor.peek_next(), None);
+        assert_eq!(cursor.peek_prev(), Some((&2, &"2")));
+        cursor.prev();
+        assert_eq!(cursor.peek_next(), Some((&2, &"2")));
         assert_eq!(cursor.peek_prev(), Some((&1, &"1")));
-        cursor.move_next();
-        assert_eq!(cursor.key(), None);
-        assert_eq!(cursor.value(), None);
-        cursor.move_prev();
-        assert_eq!(cursor.key(), Some(&2));
-        assert_eq!(cursor.value(), Some(&"2"));
-        cursor.move_prev();
-        assert_eq!(cursor.key(), Some(&1));
-        assert_eq!(cursor.value(), Some(&"1"));
+        cursor.prev();
+        assert_eq!(cursor.peek_next(), Some((&1, &"1")));
         assert_eq!(cursor.peek_prev(), None);
-        assert_eq!(cursor.peek_next(), Some((&2, &"2")));
-        cursor.move_prev();
-        assert_eq!(cursor.key(), None);
-        assert_eq!(cursor.value(), None);
-        assert_eq!(cursor.peek_prev(), Some((&2, &"2")));
+        cursor.prev();
         assert_eq!(cursor.peek_next(), Some((&1, &"1")));
+        assert_eq!(cursor.peek_prev(), None);
     }
 
     #[test]
@@ -414,26 +384,37 @@ mod tests {
 
         assert_eq!(delta_map.first_key(), Some(&3));
         assert_eq!(delta_map.last_key(), Some(&3));
-        assert_eq!(delta_map.find(&1), None);
-        assert_eq!(delta_map.find(&2), None);
-        assert_eq!(delta_map.lower_bound(Bound::Included(&1)).key(), Some(&3));
-        assert_eq!(delta_map.lower_bound(Bound::Excluded(&0)).key(), Some(&3));
-        assert_eq!(delta_map.upper_bound(Bound::Included(&1)).key(), None);
-        assert_eq!(delta_map.upper_bound(Bound::Excluded(&10)).key(), Some(&3));
-
-        let mut cursor = delta_map.find(&3).unwrap();
-        assert_eq!(cursor.position(), PositionType::Snapshot);
-        assert_eq!(cursor.key(), Some(&3));
-        assert_eq!(cursor.value(), Some(&"3"));
-        assert_eq!(cursor.key_value(), Some((&3, &"3")));
+        assert!(delta_map.before(&1).is_none());
+        assert!(delta_map.before(&2).is_none());
+        assert_eq!(
+            delta_map.lower_bound(Bound::Included(&1)).peek_next(),
+            Some((&3, &"3"))
+        );
+        assert_eq!(
+            delta_map.lower_bound(Bound::Excluded(&0)).peek_next(),
+            Some((&3, &"3"))
+        );
+        assert_eq!(delta_map.upper_bound(Bound::Included(&1)).peek_prev(), None);
+        assert_eq!(
+            delta_map.upper_bound(Bound::Excluded(&10)).peek_prev(),
+            Some((&3, &"3"))
+        );
+
+        let mut cursor = delta_map.before(&3).unwrap();
+        assert_eq!(cursor.peek_next(), Some((&3, &"3")));
+        assert_eq!(cursor.peek_prev(), None);
+        cursor.next();
         assert_eq!(cursor.peek_next(), None);
+        assert_eq!(cursor.peek_prev(), Some((&3, &"3")));
+        cursor.prev();
+        assert_eq!(cursor.peek_next(), Some((&3, &"3")));
+        assert_eq!(cursor.peek_prev(), None);
+        cursor.prev();
+        assert_eq!(cursor.peek_next(), Some((&3, &"3")));
         assert_eq!(cursor.peek_prev(), None);
-        cursor.move_next();
-        assert_eq!(cursor.key(), None);
-        assert_eq!(cursor.value(), None);
-        cursor.move_prev();
-        assert_eq!(cursor.key(), Some(&3));
-        assert_eq!(cursor.value(), Some(&"3"));
+        cursor.next();
+        assert_eq!(cursor.peek_next(), None);
+        assert_eq!(cursor.peek_prev(), Some((&3, &"3")));
     }
 
     #[test]
@@ -447,15 +428,30 @@ mod tests {
 
         assert_eq!(delta_map.first_key(), Some(&1));
         assert_eq!(delta_map.last_key(), Some(&1));
-        assert_eq!(delta_map.find(&2), None);
-        assert_eq!(delta_map.find(&3), None);
-        assert_eq!(delta_map.lower_bound(Bound::Included(&1)).key(), Some(&1));
-        assert_eq!(delta_map.lower_bound(Bound::Excluded(&1)).key(), None);
-        assert_eq!(delta_map.upper_bound(Bound::Included(&3)).key(), Some(&1));
-        assert_eq!(delta_map.upper_bound(Bound::Excluded(&3)).key(), Some(&1));
-
-        let cursor = delta_map.find(&1).unwrap();
-        assert_eq!(cursor.position(), PositionType::Snapshot);
+        assert!(delta_map.before(&2).is_none());
+        assert!(delta_map.before(&3).is_none());
+        assert_eq!(
+            delta_map.lower_bound(Bound::Included(&1)).peek_next(),
+            Some((&1, &"1"))
+        );
+        assert_eq!(delta_map.lower_bound(Bound::Excluded(&1)).peek_next(), None);
+        assert_eq!(
+            delta_map.upper_bound(Bound::Included(&3)).peek_prev(),
+            Some((&1, &"1"))
+        );
+        assert_eq!(
+            delta_map.upper_bound(Bound::Excluded(&3)).peek_prev(),
+            Some((&1, &"1"))
+        );
+
+        let mut cursor = delta_map.before(&1).unwrap();
+        assert_eq!(cursor.peek_next(), Some((&1, &"1")));
+        cursor.next();
+        assert_eq!(cursor.peek_next(), None);
+        assert_eq!(cursor.peek_prev(), Some((&1, &"1")));
+        cursor.prev();
+        assert_eq!(cursor.peek_next(), Some((&1, &"1")));
+        assert_eq!(cursor.peek_prev(), None);
     }
 
     #[test]
@@ -470,11 +466,11 @@ mod tests {
 
         assert_eq!(delta_map.first_key(), None);
         assert_eq!(delta_map.last_key(), None);
-        assert_eq!(delta_map.find(&1), None);
-        assert_eq!(delta_map.find(&2), None);
-        assert_eq!(delta_map.find(&3), None);
-        assert_eq!(delta_map.lower_bound(Bound::Included(&1)).key(), None);
-        assert_eq!(delta_map.upper_bound(Bound::Excluded(&3)).key(), None);
+        assert!(delta_map.before(&1).is_none());
+        assert!(delta_map.before(&2).is_none());
+        assert!(delta_map.before(&3).is_none());
+        assert_eq!(delta_map.lower_bound(Bound::Included(&1)).peek_next(), None);
+        assert_eq!(delta_map.upper_bound(Bound::Excluded(&3)).peek_prev(), None);
     }
 
     #[test]
@@ -488,22 +484,30 @@ mod tests {
 
         assert_eq!(delta_map.first_key(), Some(&1));
         assert_eq!(delta_map.last_key(), Some(&3));
-        assert_eq!(delta_map.find(&10), None);
-        assert_eq!(delta_map.lower_bound(Bound::Included(&1)).key(), Some(&1));
-        assert_eq!(delta_map.lower_bound(Bound::Excluded(&1)).key(), Some(&2));
-        assert_eq!(delta_map.upper_bound(Bound::Included(&2)).key(), Some(&2));
-        assert_eq!(delta_map.upper_bound(Bound::Excluded(&2)).key(), Some(&1));
-
-        let mut cursor = delta_map.find(&2).unwrap();
-        assert_eq!(cursor.position(), PositionType::DeltaInsert);
-        assert_eq!(cursor.key(), Some(&2));
-        assert_eq!(cursor.value(), Some(&"2"));
-        assert_eq!(cursor.key_value(), Some((&2, &"2")));
-        assert_eq!(cursor.peek_next(), Some((&3, &"3")));
+        assert!(delta_map.before(&10).is_none());
+        assert_eq!(
+            delta_map.lower_bound(Bound::Included(&1)).peek_next(),
+            Some((&1, &"1"))
+        );
+        assert_eq!(
+            delta_map.lower_bound(Bound::Excluded(&1)).peek_next(),
+            Some((&2, &"2"))
+        );
+        assert_eq!(
+            delta_map.upper_bound(Bound::Included(&2)).peek_prev(),
+            Some((&2, &"2"))
+        );
+        assert_eq!(
+            delta_map.upper_bound(Bound::Excluded(&2)).peek_prev(),
+            Some((&1, &"1"))
+        );
+
+        let mut cursor = delta_map.before(&2).unwrap();
+        assert_eq!(cursor.peek_next(), Some((&2, &"2")));
         assert_eq!(cursor.peek_prev(), Some((&1, &"1")));
-        cursor.move_next();
-        assert_eq!(cursor.key(), Some(&3));
-        assert_eq!(cursor.value(), Some(&"3"));
+        cursor.next();
+        assert_eq!(cursor.peek_next(), Some((&3, &"3")));
+        assert_eq!(cursor.peek_prev(), Some((&2, &"2")));
     }
 
     #[test]
@@ -518,19 +522,15 @@ mod tests {
         assert_eq!(delta_map.first_key(), Some(&1));
         assert_eq!(delta_map.last_key(), Some(&3));
 
-        let mut cursor = delta_map.find(&1).unwrap();
-        assert_eq!(cursor.position(), PositionType::DeltaUpdate);
-        assert_eq!(cursor.key(), Some(&1));
-        assert_eq!(cursor.value(), Some(&"1 new"));
-        assert_eq!(cursor.key_value(), Some((&1, &"1 new")));
+        let mut cursor = delta_map.before(&1).unwrap();
+        assert_eq!(cursor.peek_next(), Some((&1, &"1 new")));
+        assert_eq!(cursor.peek_prev(), None);
+        cursor.next();
         assert_eq!(cursor.peek_next(), Some((&3, &"3")));
+        assert_eq!(cursor.peek_prev(), Some((&1, &"1 new")));
+        cursor.prev();
+        assert_eq!(cursor.peek_next(), Some((&1, &"1 new")));
         assert_eq!(cursor.peek_prev(), None);
-        cursor.move_next();
-        assert_eq!(cursor.key(), Some(&3));
-        assert_eq!(cursor.value(), Some(&"3"));
-        cursor.move_prev();
-        assert_eq!(cursor.key(), Some(&1));
-        assert_eq!(cursor.value(), Some(&"1 new"));
     }
 
     #[test]
@@ -545,19 +545,15 @@ mod tests {
         assert_eq!(delta_map.first_key(), Some(&1));
         assert_eq!(delta_map.last_key(), Some(&3));
 
-        let mut cursor = delta_map.find(&3).unwrap();
-        assert_eq!(cursor.position(), PositionType::DeltaUpdate);
-        assert_eq!(cursor.key(), Some(&3));
-        assert_eq!(cursor.value(), Some(&"3 new"));
-        assert_eq!(cursor.key_value(), Some((&3, &"3 new")));
+        let mut cursor = delta_map.before(&3).unwrap();
+        assert_eq!(cursor.peek_next(), Some((&3, &"3 new")));
+        assert_eq!(cursor.peek_prev(), Some((&1, &"1")));
+        cursor.next();
         assert_eq!(cursor.peek_next(), None);
+        assert_eq!(cursor.peek_prev(), Some((&3, &"3 new")));
+        cursor.prev();
+        assert_eq!(cursor.peek_next(), Some((&3, &"3 new")));
         assert_eq!(cursor.peek_prev(), Some((&1, &"1")));
-        cursor.move_next();
-        assert_eq!(cursor.key(), None);
-        assert_eq!(cursor.value(), None);
-        cursor.move_prev();
-        assert_eq!(cursor.key(), Some(&3));
-        assert_eq!(cursor.value(), Some(&"3 new"));
     }
 
     #[test]
@@ -575,50 +571,58 @@ mod tests {
 
         assert_eq!(delta_map.first_key(), Some(&0));
         assert_eq!(delta_map.last_key(), Some(&4));
-        assert_eq!(delta_map.find(&-1), None);
-        assert_eq!(delta_map.find(&3), None);
-        assert_eq!(delta_map.find(&10), None);
-        assert_eq!(delta_map.lower_bound(Bound::Included(&0)).key(), Some(&0));
-        assert_eq!(delta_map.lower_bound(Bound::Excluded(&0)).key(), Some(&1));
-        assert_eq!(delta_map.lower_bound(Bound::Included(&3)).key(), Some(&4));
-        assert_eq!(delta_map.upper_bound(Bound::Included(&5)).key(), Some(&4));
-        assert_eq!(delta_map.upper_bound(Bound::Excluded(&4)).key(), Some(&2));
-        assert_eq!(delta_map.upper_bound(Bound::Excluded(&2)).key(), Some(&1));
-
-        let mut cursor = delta_map.find(&0).unwrap();
-        assert_eq!(cursor.position(), PositionType::DeltaInsert);
-        assert_eq!(cursor.key_value(), Some((&0, &"0")));
-        cursor.move_next();
-        assert_eq!(cursor.position(), PositionType::DeltaUpdate);
-        assert_eq!(cursor.key_value(), Some((&1, &"1 new")));
-        cursor.move_next();
-        assert_eq!(cursor.position(), PositionType::Snapshot);
-        assert_eq!(cursor.key_value(), Some((&2, &"2")));
-        cursor.move_next();
-        assert_eq!(cursor.position(), PositionType::DeltaInsert);
-        assert_eq!(cursor.key_value(), Some((&4, &"4")));
-        cursor.move_next();
-        assert_eq!(cursor.position(), PositionType::Ghost);
-        assert_eq!(cursor.key_value(), None);
-        cursor.move_next();
-        assert_eq!(cursor.position(), PositionType::DeltaInsert);
-        assert_eq!(cursor.key_value(), Some((&0, &"0")));
-        cursor.move_prev();
-        assert_eq!(cursor.position(), PositionType::Ghost);
-        cursor.move_prev();
-        assert_eq!(cursor.position(), PositionType::DeltaInsert);
-        assert_eq!(cursor.key_value(), Some((&4, &"4")));
-        cursor.move_prev();
-        assert_eq!(cursor.position(), PositionType::Snapshot);
-        assert_eq!(cursor.key_value(), Some((&2, &"2")));
-        cursor.move_prev();
-        assert_eq!(cursor.position(), PositionType::DeltaUpdate);
-        assert_eq!(cursor.key_value(), Some((&1, &"1 new")));
-        cursor.move_prev();
-        assert_eq!(cursor.position(), PositionType::DeltaInsert);
-        assert_eq!(cursor.key_value(), Some((&0, &"0")));
-        cursor.move_prev();
-        assert_eq!(cursor.position(), PositionType::Ghost);
+        assert!(delta_map.before(&-1).is_none());
+        assert!(delta_map.before(&3).is_none());
+        assert!(delta_map.before(&10).is_none());
+        assert_eq!(
+            delta_map.lower_bound(Bound::Included(&0)).peek_next(),
+            Some((&0, &"0"))
+        );
+        assert_eq!(
+            delta_map.lower_bound(Bound::Excluded(&0)).peek_next(),
+            Some((&1, &"1 new"))
+        );
+        assert_eq!(
+            delta_map.lower_bound(Bound::Included(&3)).peek_next(),
+            Some((&4, &"4"))
+        );
+        assert_eq!(
+            delta_map.upper_bound(Bound::Included(&5)).peek_prev(),
+            Some((&4, &"4"))
+        );
+        assert_eq!(
+            delta_map.upper_bound(Bound::Excluded(&4)).peek_prev(),
+            Some((&2, &"2"))
+        );
+        assert_eq!(
+            delta_map.upper_bound(Bound::Excluded(&2)).peek_prev(),
+            Some((&1, &"1 new"))
+        );
+
+        let mut cursor = delta_map.before(&0).unwrap();
+        assert_eq!(cursor.peek_next(), Some((&0, &"0")));
+        cursor.next();
+        assert_eq!(cursor.peek_next(), Some((&1, &"1 new")));
+        cursor.next();
+        assert_eq!(cursor.peek_next(), Some((&2, &"2")));
+        cursor.next();
+        assert_eq!(cursor.peek_next(), Some((&4, &"4")));
+        cursor.next();
+        assert_eq!(cursor.peek_next(), None);
+        cursor.next();
+        assert_eq!(cursor.peek_next(), None);
+        cursor.prev();
+        assert_eq!(cursor.peek_next(), Some((&4, &"4")));
+        cursor.prev();
+        assert_eq!(cursor.peek_next(), Some((&2, &"2")));
+        cursor.prev();
+        assert_eq!(cursor.peek_next(), Some((&1, &"1 new")));
+        cursor.prev();
+        assert_eq!(cursor.peek_next(), Some((&0, &"0")));
+        assert_eq!(cursor.peek_prev(), None);
+        cursor.prev();
+        assert_eq!(cursor.peek_next(), Some((&0, &"0")));
+        assert_eq!(cursor.peek_prev(), None);
     }
 
     #[test]
@@ -640,19 +644,17 @@ mod tests {
         assert_eq!(delta_map.first_key(), Some(&0));
         assert_eq!(delta_map.last_key(), Some(&3));
 
-        let mut cursor = delta_map.find(&0).unwrap();
+        let mut cursor = delta_map.before(&0).unwrap();
         let mut res = vec![];
-        while let Some((k, v)) = cursor.key_value() {
+        while let Some((k, v)) = cursor.next() {
             res.push((*k, *v));
-            cursor.move_next();
         }
         assert_eq!(res, vec![(0, "0"), (1, "1 new"), (3, "3")]);
 
-        let mut cursor = delta_map.find(&3).unwrap();
+        let mut cursor = delta_map.after(&3).unwrap();
         let mut res = vec![];
-        while let Some((k, v)) = cursor.key_value() {
+        while let Some((k, v)) = cursor.prev() {
             res.push((*k, *v));
-            cursor.move_prev();
         }
         assert_eq!(res, vec![(3, "3"), (1, "1 new"), (0, "0")]);
     }