diff --git a/config/datanode.example.toml b/config/datanode.example.toml
index 2b4b7b4b1b9a..2963327426bc 100644
--- a/config/datanode.example.toml
+++ b/config/datanode.example.toml
@@ -43,6 +43,7 @@ sync_write = false
 [storage]
 # The working home directory.
 data_home = "/tmp/greptimedb/"
+# Storage type.
 type = "File"
 # TTL for all tables. Disabled by default.
 # global_ttl = "7d"
@@ -53,6 +54,9 @@ type = "File"
 # The local file cache capacity in bytes.
 # cache_capacity = "256MB"
 
+[storage.default_store]
+type = "File"
+
 # Mito engine options
 [[region_engine]]
 [region_engine.mito]
diff --git a/src/client/src/error.rs b/src/client/src/error.rs
index 6b25e5c58ac3..ae573d037de3 100644
--- a/src/client/src/error.rs
+++ b/src/client/src/error.rs
@@ -131,3 +131,15 @@ impl From<Status> for Error {
         Self::Server { code, msg }
     }
 }
+
+impl Error {
+    pub fn should_retry(&self) -> bool {
+        !matches!(
+            self,
+            Self::RegionServer {
+                code: Code::InvalidArgument,
+                ..
+            }
+        )
+    }
+}
diff --git a/src/client/src/region.rs b/src/client/src/region.rs
index 8a5895d35fc7..95bef40b2ac2 100644
--- a/src/client/src/region.rs
+++ b/src/client/src/region.rs
@@ -29,7 +29,6 @@ use prost::Message;
 use snafu::{location, Location, OptionExt, ResultExt};
 use tokio_stream::StreamExt;
 
-use crate::error::Error::RegionServer;
 use crate::error::{
     self, ConvertFlightDataSnafu, IllegalDatabaseResponseSnafu, IllegalFlightMessagesSnafu,
     MissingFieldSnafu, Result, ServerSnafu,
@@ -45,7 +44,7 @@ pub struct RegionRequester {
 impl Datanode for RegionRequester {
     async fn handle(&self, request: RegionRequest) -> MetaResult<AffectedRows> {
         self.handle_inner(request).await.map_err(|err| {
-            if matches!(err, RegionServer { .. }) {
+            if err.should_retry() {
                 meta_error::Error::RetryLater {
                     source: BoxedError::new(err),
                 }
diff --git a/src/cmd/src/datanode.rs b/src/cmd/src/datanode.rs
index c007ef8a70e9..e1d3163d0164 100644
--- a/src/cmd/src/datanode.rs
+++ b/src/cmd/src/datanode.rs
@@ -214,7 +214,7 @@ mod tests {
     use std::time::Duration;
 
     use common_test_util::temp_dir::create_named_temp_file;
-    use datanode::config::{FileConfig, ObjectStoreConfig};
+    use datanode::config::{FileConfig, GcsConfig, ObjectStoreConfig, S3Config};
     use servers::heartbeat_options::HeartbeatOptions;
     use servers::Mode;
 
@@ -251,8 +251,17 @@ mod tests {
             sync_write = false
 
             [storage]
-            type = "File"
             data_home = "/tmp/greptimedb/"
+            type = "File"
+
+            [[storage.providers]]
+            type = "Gcs"
+            bucket = "foo"
+            endpoint = "bar"
+
+            [[storage.providers]]
+            type = "S3"
+            bucket = "foo"
 
             [logging]
             level = "debug"
@@ -305,6 +314,15 @@ mod tests {
             &options.storage.store,
             ObjectStoreConfig::File(FileConfig { .. })
         ));
+        assert_eq!(options.storage.providers.len(), 2);
+        assert!(matches!(
+            options.storage.providers[0],
+            ObjectStoreConfig::Gcs(GcsConfig { .. })
+        ));
+        assert!(matches!(
+            options.storage.providers[1],
+            ObjectStoreConfig::S3(S3Config { .. })
+        ));
 
         assert_eq!("debug", options.logging.level.unwrap());
         assert_eq!("/tmp/greptimedb/test/logs".to_string(), options.logging.dir);
diff --git a/src/cmd/src/options.rs b/src/cmd/src/options.rs
index bc340d588a3e..5e730de7d2c5 100644
--- a/src/cmd/src/options.rs
+++ b/src/cmd/src/options.rs
@@ -238,7 +238,7 @@ mod tests {
                 .unwrap();
 
                 // Check the configs from environment variables.
-                match opts.storage.store {
+                match &opts.storage.store {
                     ObjectStoreConfig::S3(s3_config) => {
                         assert_eq!(s3_config.bucket, "mybucket".to_string());
                     }
diff --git a/src/cmd/src/standalone.rs b/src/cmd/src/standalone.rs
index 30cb33234866..2ebd29f7987d 100644
--- a/src/cmd/src/standalone.rs
+++ b/src/cmd/src/standalone.rs
@@ -426,6 +426,7 @@ mod tests {
     use auth::{Identity, Password, UserProviderRef};
     use common_base::readable_size::ReadableSize;
     use common_test_util::temp_dir::create_named_temp_file;
+    use datanode::config::{FileConfig, GcsConfig};
     use servers::Mode;
 
     use super::*;
@@ -473,8 +474,16 @@ mod tests {
             purge_interval = "10m"
             read_batch_size = 128
             sync_write = false
-
             [storage]
+            data_home = "/tmp/greptimedb/"
+            type = "File"
+
+            [[storage.providers]]
+            type = "Gcs"
+            bucket = "foo"
+            endpoint = "bar"
+
+            [[storage.providers]]
             type = "S3"
             access_key_id = "access_key_id"
             secret_access_key = "secret_access_key"
@@ -524,7 +533,16 @@ mod tests {
 
         assert_eq!("/tmp/greptimedb/test/wal", dn_opts.wal.dir.unwrap());
 
-        match &dn_opts.storage.store {
+        assert!(matches!(
+            &dn_opts.storage.store,
+            datanode::config::ObjectStoreConfig::File(FileConfig { .. })
+        ));
+        assert_eq!(dn_opts.storage.providers.len(), 2);
+        assert!(matches!(
+            dn_opts.storage.providers[0],
+            datanode::config::ObjectStoreConfig::Gcs(GcsConfig { .. })
+        ));
+        match &dn_opts.storage.providers[1] {
             datanode::config::ObjectStoreConfig::S3(s3_config) => {
                 assert_eq!(
                     "Secret([REDACTED alloc::string::String])".to_string(),
diff --git a/src/datanode/src/config.rs b/src/datanode/src/config.rs
index 3c2e9ff88774..f26b0828c873 100644
--- a/src/datanode/src/config.rs
+++ b/src/datanode/src/config.rs
@@ -48,6 +48,18 @@ pub enum ObjectStoreConfig {
     Gcs(GcsConfig),
 }
 
+impl ObjectStoreConfig {
+    pub fn name(&self) -> &'static str {
+        match self {
+            Self::File(_) => "File",
+            Self::S3(_) => "S3",
+            Self::Oss(_) => "Oss",
+            Self::Azblob(_) => "Azblob",
+            Self::Gcs(_) => "Gcs",
+        }
+    }
+}
+
 /// Storage engine config
 #[derive(Debug, Clone, Serialize, Deserialize)]
 #[serde(default)]
@@ -63,6 +75,7 @@ pub struct StorageConfig {
     pub data_home: String,
     #[serde(flatten)]
     pub store: ObjectStoreConfig,
+    pub providers: Vec<ObjectStoreConfig>,
 }
 
 impl Default for StorageConfig {
@@ -71,6 +84,7 @@ impl Default for StorageConfig {
             global_ttl: None,
             data_home: DEFAULT_DATA_HOME.to_string(),
             store: ObjectStoreConfig::default(),
+            providers: vec![],
         }
     }
 }
@@ -295,7 +309,7 @@ mod tests {
             secret_access_key = "secret_access_key"
         "#;
         let opts: DatanodeOptions = toml::from_str(toml_str).unwrap();
-        match opts.storage.store {
+        match &opts.storage.store {
             ObjectStoreConfig::S3(cfg) => {
                 assert_eq!(
                     "Secret([REDACTED alloc::string::String])".to_string(),
diff --git a/src/datanode/src/datanode.rs b/src/datanode/src/datanode.rs
index f8a658f55aed..8910f444e328 100644
--- a/src/datanode/src/datanode.rs
+++ b/src/datanode/src/datanode.rs
@@ -354,7 +354,6 @@ impl DatanodeBuilder {
                 ));
             }
         }
-
         info!("going to open {} regions", regions.len());
         let semaphore = Arc::new(tokio::sync::Semaphore::new(OPEN_REGION_PARALLELISM));
         let mut tasks = vec![];
@@ -417,7 +416,6 @@ impl DatanodeBuilder {
         );
 
         let table_provider_factory = Arc::new(DummyTableProviderFactory);
-
         let mut region_server = RegionServer::with_table_provider(
             query_engine,
             runtime,
@@ -425,13 +423,8 @@ impl DatanodeBuilder {
             table_provider_factory,
         );
 
-        let object_store = store::new_object_store(opts).await?;
-        let object_store_manager = ObjectStoreManager::new(
-            "default", // TODO: use a name which is set in the configuration when #919 is done.
-            object_store,
-        );
-        let engines =
-            Self::build_store_engines(opts, log_store, Arc::new(object_store_manager)).await?;
+        let object_store_manager = Self::build_object_store_manager(opts).await?;
+        let engines = Self::build_store_engines(opts, log_store, object_store_manager).await?;
         for engine in engines {
             region_server.register_engine(engine);
         }
@@ -496,6 +489,21 @@ impl DatanodeBuilder {
         }
         Ok(engines)
     }
+
+    /// Builds [ObjectStoreManager]
+    async fn build_object_store_manager(opts: &DatanodeOptions) -> Result<ObjectStoreManagerRef> {
+        let object_store =
+            store::new_object_store(opts.storage.store.clone(), &opts.storage.data_home).await?;
+        let default_name = opts.storage.store.name();
+        let mut object_store_manager = ObjectStoreManager::new(default_name, object_store);
+        for store in &opts.storage.providers {
+            object_store_manager.add(
+                store.name(),
+                store::new_object_store(store.clone(), &opts.storage.data_home).await?,
+            );
+        }
+        Ok(Arc::new(object_store_manager))
+    }
 }
 
 #[cfg(test)]
diff --git a/src/datanode/src/store.rs b/src/datanode/src/store.rs
index ff870315f0b7..6b6eac2a09ae 100644
--- a/src/datanode/src/store.rs
+++ b/src/datanode/src/store.rs
@@ -32,12 +32,15 @@ use object_store::util::normalize_dir;
 use object_store::{util, HttpClient, ObjectStore, ObjectStoreBuilder};
 use snafu::prelude::*;
 
-use crate::config::{DatanodeOptions, ObjectStoreConfig, DEFAULT_OBJECT_STORE_CACHE_SIZE};
+use crate::config::{ObjectStoreConfig, DEFAULT_OBJECT_STORE_CACHE_SIZE};
 use crate::error::{self, Result};
 
-pub(crate) async fn new_object_store(opts: &DatanodeOptions) -> Result<ObjectStore> {
-    let data_home = normalize_dir(&opts.storage.data_home);
-    let object_store = match &opts.storage.store {
+pub(crate) async fn new_object_store(
+    store: ObjectStoreConfig,
+    data_home: &str,
+) -> Result<ObjectStore> {
+    let data_home = normalize_dir(data_home);
+    let object_store = match &store {
         ObjectStoreConfig::File(file_config) => {
             fs::new_fs_object_store(&data_home, file_config).await
         }
@@ -50,9 +53,8 @@ pub(crate) async fn new_object_store(opts: &DatanodeOptions) -> Result<ObjectSto
     }?;
 
     // Enable retry layer and cache layer for non-fs object storages
-    let object_store = if !matches!(opts.storage.store, ObjectStoreConfig::File(..)) {
-        let object_store =
-            create_object_store_with_cache(object_store, &opts.storage.store).await?;
+    let object_store = if !matches!(store, ObjectStoreConfig::File(..)) {
+        let object_store = create_object_store_with_cache(object_store, &store).await?;
         object_store.layer(RetryLayer::new().with_jitter())
     } else {
         object_store
diff --git a/src/sql/src/parsers/create_parser.rs b/src/sql/src/parsers/create_parser.rs
index d81c3eb6c402..d53b512fe736 100644
--- a/src/sql/src/parsers/create_parser.rs
+++ b/src/sql/src/parsers/create_parser.rs
@@ -170,6 +170,8 @@ impl<'a> ParserContext<'a> {
                 }
             );
         }
+        // Sorts options so that `test_display_create_table` can always pass.
+        let options = options.into_iter().sorted().collect();
         let create_table = CreateTable {
             if_not_exists,
             name: table_name,
diff --git a/src/sql/src/statements/create.rs b/src/sql/src/statements/create.rs
index 58957879016d..e7fabd5a2d92 100644
--- a/src/sql/src/statements/create.rs
+++ b/src/sql/src/statements/create.rs
@@ -241,7 +241,7 @@ mod tests {
                          PARTITION r2 VALUES LESS THAN (MAXVALUE),
                        )
                        engine=mito
-                       with(regions=1, ttl='7d');
+                       with(regions=1, ttl='7d', storage='File');
          ";
         let result = ParserContext::create_with_dialect(sql, &GreptimeDbDialect {}).unwrap();
         assert_eq!(1, result.len());
@@ -267,6 +267,7 @@ PARTITION BY RANGE COLUMNS (ts) (
 ENGINE=mito
 WITH(
   regions = 1,
+  storage = 'File',
   ttl = '7d'
 )"#,
                     &new_sql
diff --git a/src/table/src/requests.rs b/src/table/src/requests.rs
index 9d78f21534fb..c3ffceec63e8 100644
--- a/src/table/src/requests.rs
+++ b/src/table/src/requests.rs
@@ -84,6 +84,7 @@ pub struct TableOptions {
 pub const WRITE_BUFFER_SIZE_KEY: &str = "write_buffer_size";
 pub const TTL_KEY: &str = "ttl";
 pub const REGIONS_KEY: &str = "regions";
+pub const STORAGE_KEY: &str = "storage";
 
 impl TryFrom<&HashMap<String, String>> for TableOptions {
     type Error = error::Error;
@@ -340,6 +341,7 @@ pub fn valid_table_option(key: &str) -> bool {
             | WRITE_BUFFER_SIZE_KEY
             | TTL_KEY
             | REGIONS_KEY
+            | STORAGE_KEY
     ) | is_supported_in_s3(key)
 }
 
@@ -365,6 +367,7 @@ mod tests {
         assert!(valid_table_option(TTL_KEY));
         assert!(valid_table_option(REGIONS_KEY));
         assert!(valid_table_option(WRITE_BUFFER_SIZE_KEY));
+        assert!(valid_table_option(STORAGE_KEY));
         assert!(!valid_table_option("foo"));
     }
 
diff --git a/tests-integration/src/cluster.rs b/tests-integration/src/cluster.rs
index f114e3015cac..cf0d1fd02e27 100644
--- a/tests-integration/src/cluster.rs
+++ b/tests-integration/src/cluster.rs
@@ -68,6 +68,7 @@ pub struct GreptimeDbClusterBuilder {
     cluster_name: String,
     kv_backend: KvBackendRef,
     store_config: Option<ObjectStoreConfig>,
+    store_providers: Option<Vec<StorageType>>,
     datanodes: Option<u32>,
 }
 
@@ -92,6 +93,7 @@ impl GreptimeDbClusterBuilder {
             cluster_name: cluster_name.to_string(),
             kv_backend,
             store_config: None,
+            store_providers: None,
             datanodes: None,
         }
     }
@@ -101,6 +103,11 @@ impl GreptimeDbClusterBuilder {
         self
     }
 
+    pub fn with_store_providers(mut self, store_providers: Vec<StorageType>) -> Self {
+        self.store_providers = Some(store_providers);
+        self
+    }
+
     pub fn with_datanodes(mut self, datanodes: u32) -> Self {
         self.datanodes = Some(datanodes);
         self
@@ -176,14 +183,15 @@ impl GreptimeDbClusterBuilder {
 
                 dir_guards.push(FileDirGuard::new(home_tmp_dir));
 
-                create_datanode_opts(store_config.clone(), home_dir)
+                create_datanode_opts(store_config.clone(), vec![], home_dir)
             } else {
                 let (opts, guard) = create_tmp_dir_and_datanode_opts(
                     StorageType::File,
+                    self.store_providers.clone().unwrap_or_default(),
                     &format!("{}-dn-{}", self.cluster_name, datanode_id),
                 );
 
-                storage_guards.push(guard.storage_guard);
+                storage_guards.push(guard.storage_guards);
                 dir_guards.push(guard.home_guard);
 
                 opts
@@ -195,7 +203,11 @@ impl GreptimeDbClusterBuilder {
 
             instances.insert(datanode_id, datanode);
         }
-        (instances, storage_guards, dir_guards)
+        (
+            instances,
+            storage_guards.into_iter().flatten().collect(),
+            dir_guards,
+        )
     }
 
     async fn wait_datanodes_alive(
diff --git a/tests-integration/src/standalone.rs b/tests-integration/src/standalone.rs
index 19610333e499..f6b1c35c9e11 100644
--- a/tests-integration/src/standalone.rs
+++ b/tests-integration/src/standalone.rs
@@ -40,7 +40,8 @@ pub struct GreptimeDbStandalone {
 
 pub struct GreptimeDbStandaloneBuilder {
     instance_name: String,
-    store_type: Option<StorageType>,
+    store_providers: Option<Vec<StorageType>>,
+    default_store: Option<StorageType>,
     plugin: Option<Plugins>,
 }
 
@@ -48,14 +49,23 @@ impl GreptimeDbStandaloneBuilder {
     pub fn new(instance_name: &str) -> Self {
         Self {
             instance_name: instance_name.to_string(),
-            store_type: None,
+            store_providers: None,
             plugin: None,
+            default_store: None,
         }
     }
 
-    pub fn with_store_type(self, store_type: StorageType) -> Self {
+    pub fn with_default_store_type(self, store_type: StorageType) -> Self {
         Self {
-            store_type: Some(store_type),
+            default_store: Some(store_type),
+            ..self
+        }
+    }
+
+    #[cfg(test)]
+    pub fn with_store_providers(self, store_providers: Vec<StorageType>) -> Self {
+        Self {
+            store_providers: Some(store_providers),
             ..self
         }
     }
@@ -69,9 +79,11 @@ impl GreptimeDbStandaloneBuilder {
     }
 
     pub async fn build(self) -> GreptimeDbStandalone {
-        let store_type = self.store_type.unwrap_or(StorageType::File);
+        let default_store_type = self.default_store.unwrap_or(StorageType::File);
+        let store_types = self.store_providers.unwrap_or_default();
 
-        let (opts, guard) = create_tmp_dir_and_datanode_opts(store_type, &self.instance_name);
+        let (opts, guard) =
+            create_tmp_dir_and_datanode_opts(default_store_type, store_types, &self.instance_name);
 
         let procedure_config = ProcedureConfig::default();
         let kv_backend_config = KvBackendConfig::default();
diff --git a/tests-integration/src/test_util.rs b/tests-integration/src/test_util.rs
index ef47b3c2b974..ad69c40ada33 100644
--- a/tests-integration/src/test_util.rs
+++ b/tests-integration/src/test_util.rs
@@ -77,6 +77,26 @@ impl Display for StorageType {
 }
 
 impl StorageType {
+    pub fn build_storage_types_based_on_env() -> Vec<StorageType> {
+        let mut storage_types = Vec::with_capacity(4);
+        storage_types.push(StorageType::File);
+        if let Ok(bucket) = env::var("GT_S3_BUCKET") {
+            if !bucket.is_empty() {
+                storage_types.push(StorageType::S3);
+            }
+        }
+        if env::var("GT_OSS_BUCKET").is_ok() {
+            storage_types.push(StorageType::Oss);
+        }
+        if env::var("GT_AZBLOB_CONTAINER").is_ok() {
+            storage_types.push(StorageType::Azblob);
+        }
+        if env::var("GT_GCS_BUCKET").is_ok() {
+            storage_types.push(StorageType::Gcs);
+        }
+        storage_types
+    }
+
     pub fn test_on(&self) -> bool {
         let _ = dotenv::dotenv();
 
@@ -244,7 +264,7 @@ pub enum TempDirGuard {
 
 pub struct TestGuard {
     pub home_guard: FileDirGuard,
-    pub storage_guard: StorageGuard,
+    pub storage_guards: Vec<StorageGuard>,
 }
 
 pub struct FileDirGuard {
@@ -261,42 +281,62 @@ pub struct StorageGuard(pub TempDirGuard);
 
 impl TestGuard {
     pub async fn remove_all(&mut self) {
-        if let TempDirGuard::S3(guard)
-        | TempDirGuard::Oss(guard)
-        | TempDirGuard::Azblob(guard)
-        | TempDirGuard::Gcs(guard) = &mut self.storage_guard.0
-        {
-            guard.remove_all().await.unwrap()
+        for storage_guard in self.storage_guards.iter_mut() {
+            if let TempDirGuard::S3(guard)
+            | TempDirGuard::Oss(guard)
+            | TempDirGuard::Azblob(guard)
+            | TempDirGuard::Gcs(guard) = &mut storage_guard.0
+            {
+                guard.remove_all().await.unwrap()
+            }
         }
     }
 }
 
 pub fn create_tmp_dir_and_datanode_opts(
-    store_type: StorageType,
+    default_store_type: StorageType,
+    store_provider_types: Vec<StorageType>,
     name: &str,
 ) -> (DatanodeOptions, TestGuard) {
     let home_tmp_dir = create_temp_dir(&format!("gt_data_{name}"));
     let home_dir = home_tmp_dir.path().to_str().unwrap().to_string();
 
-    let (store, data_tmp_dir) = get_test_store_config(&store_type);
-    let opts = create_datanode_opts(store, home_dir);
+    // Excludes the default object store.
+    let mut store_providers = Vec::with_capacity(store_provider_types.len());
+    // Includes the default object store.
+    let mut storage_guards = Vec::with_capacity(store_provider_types.len() + 1);
+
+    let (default_store, data_tmp_dir) = get_test_store_config(&default_store_type);
+    storage_guards.push(StorageGuard(data_tmp_dir));
+
+    for store_type in store_provider_types {
+        let (store, data_tmp_dir) = get_test_store_config(&store_type);
+        store_providers.push(store);
+        storage_guards.push(StorageGuard(data_tmp_dir))
+    }
+    let opts = create_datanode_opts(default_store, store_providers, home_dir);
 
     (
         opts,
         TestGuard {
             home_guard: FileDirGuard::new(home_tmp_dir),
-            storage_guard: StorageGuard(data_tmp_dir),
+            storage_guards,
         },
     )
 }
 
-pub(crate) fn create_datanode_opts(store: ObjectStoreConfig, home_dir: String) -> DatanodeOptions {
+pub(crate) fn create_datanode_opts(
+    default_store: ObjectStoreConfig,
+    providers: Vec<ObjectStoreConfig>,
+    home_dir: String,
+) -> DatanodeOptions {
     DatanodeOptions {
         node_id: Some(0),
         require_lease_before_startup: true,
         storage: StorageConfig {
             data_home: home_dir,
-            store,
+            providers,
+            store: default_store,
             ..Default::default()
         },
         mode: Mode::Standalone,
@@ -325,7 +365,7 @@ async fn setup_standalone_instance(
     store_type: StorageType,
 ) -> GreptimeDbStandalone {
     GreptimeDbStandaloneBuilder::new(test_name)
-        .with_store_type(store_type)
+        .with_default_store_type(store_type)
         .build()
         .await
 }
diff --git a/tests-integration/src/tests/instance_test.rs b/tests-integration/src/tests/instance_test.rs
index 5e0ecf62af44..6bf5fc0d4784 100644
--- a/tests-integration/src/tests/instance_test.rs
+++ b/tests-integration/src/tests/instance_test.rs
@@ -31,8 +31,9 @@ use session::context::{QueryContext, QueryContextRef};
 
 use crate::test_util::check_output_stream;
 use crate::tests::test_util::{
-    both_instances_cases, check_unordered_output_stream, distributed, find_testing_resource,
-    prepare_path, standalone, standalone_instance_case, MockInstance,
+    both_instances_cases, both_instances_cases_with_custom_storages, check_unordered_output_stream,
+    distributed, distributed_with_multiple_object_stores, find_testing_resource, prepare_path,
+    standalone, standalone_instance_case, standalone_with_multiple_object_stores, MockInstance,
 };
 
 #[apply(both_instances_cases)]
@@ -1840,3 +1841,120 @@ async fn execute_sql_with(
         .await
         .unwrap()
 }
+
+#[apply(both_instances_cases_with_custom_storages)]
+async fn test_custom_storage(instance: Arc<dyn MockInstance>) {
+    let frontend = instance.frontend();
+    let custom_storages = [
+        ("S3", "GT_S3_BUCKET"),
+        ("Oss", "GT_OSS_BUCKET"),
+        ("Azblob", "GT_AZBLOB_CONTAINER"),
+        ("Gcs", "GT_GCS_BUCKET"),
+    ];
+    for (storage_name, custom_storage_env) in custom_storages {
+        if let Ok(env_value) = env::var(custom_storage_env) {
+            if env_value.is_empty() {
+                continue;
+            }
+            let sql = if instance.is_distributed_mode() {
+                format!(
+                    r#"create table test_table(
+                    a int null primary key,
+                    ts timestamp time index,
+                )
+                PARTITION BY RANGE COLUMNS (a) (
+                    PARTITION r0 VALUES LESS THAN (1),
+                    PARTITION r1 VALUES LESS THAN (10),
+                    PARTITION r2 VALUES LESS THAN (100),
+                    PARTITION r3 VALUES LESS THAN (MAXVALUE),
+                )
+                with(storage='{storage_name}')
+                "#
+                )
+            } else {
+                format!(
+                    r#"create table test_table(a int primary key, ts timestamp time index)with(storage='{storage_name}');"#
+                )
+            };
+
+            let output = execute_sql(&instance.frontend(), &sql).await;
+            assert!(matches!(output, Output::AffectedRows(0)));
+            let output = execute_sql(
+                &frontend,
+                r#"insert into test_table(a, ts) values
+                            (1, 1655276557000),
+                            (1000, 1655276558000)
+                            "#,
+            )
+            .await;
+            assert!(matches!(output, Output::AffectedRows(2)));
+
+            let output = execute_sql(&frontend, "select * from test_table").await;
+            let expected = "\
++------+---------------------+
+| a    | ts                  |
++------+---------------------+
+| 1    | 2022-06-15T07:02:37 |
+| 1000 | 2022-06-15T07:02:38 |
++------+---------------------+";
+
+            check_output_stream(output, expected).await;
+            let output = execute_sql(&frontend, "show create table test_table").await;
+            let Output::RecordBatches(record_batches) = output else {
+                unreachable!()
+            };
+
+            let record_batches = record_batches.iter().collect::<Vec<_>>();
+            let column = record_batches[0].column_by_name("Create Table").unwrap();
+            let actual = column.get(0);
+
+            let expect = if instance.is_distributed_mode() {
+                format!(
+                    r#"CREATE TABLE IF NOT EXISTS "test_table" (
+  "a" INT NULL,
+  "ts" TIMESTAMP(3) NOT NULL,
+  TIME INDEX ("ts"),
+  PRIMARY KEY ("a")
+)
+PARTITION BY RANGE COLUMNS ("a") (
+  PARTITION r0 VALUES LESS THAN (1),
+  PARTITION r1 VALUES LESS THAN (10),
+  PARTITION r2 VALUES LESS THAN (100),
+  PARTITION r3 VALUES LESS THAN (MAXVALUE)
+)
+ENGINE=mito
+WITH(
+  regions = 4,
+  storage = '{storage_name}'
+)"#
+                )
+            } else {
+                format!(
+                    r#"CREATE TABLE IF NOT EXISTS "test_table" (
+  "a" INT NULL,
+  "ts" TIMESTAMP(3) NOT NULL,
+  TIME INDEX ("ts"),
+  PRIMARY KEY ("a")
+)
+
+ENGINE=mito
+WITH(
+  regions = 1,
+  storage = '{storage_name}'
+)"#
+                )
+            };
+            assert_eq!(actual.to_string(), expect);
+            let output = execute_sql(&frontend, "truncate test_table").await;
+            assert!(matches!(output, Output::AffectedRows(0)));
+            let output = execute_sql(&frontend, "select * from test_table").await;
+            let expected = "\
+++
+++";
+
+            check_output_stream(output, expected).await;
+            let output = execute_sql(&frontend, "drop table test_table").await;
+            assert!(matches!(output, Output::AffectedRows(0)));
+        }
+    }
+}
diff --git a/tests-integration/src/tests/test_util.rs b/tests-integration/src/tests/test_util.rs
index 422eba4eaa19..edf21ba7601d 100644
--- a/tests-integration/src/tests/test_util.rs
+++ b/tests-integration/src/tests/test_util.rs
@@ -20,7 +20,9 @@ use common_test_util::find_workspace_path;
 use frontend::instance::Instance;
 use rstest_reuse::{self, template};
 
+use crate::cluster::GreptimeDbClusterBuilder;
 use crate::standalone::{GreptimeDbStandalone, GreptimeDbStandaloneBuilder};
+use crate::test_util::StorageType;
 use crate::tests::{create_distributed_instance, MockDistributedInstance};
 
 pub(crate) trait MockInstance {
@@ -61,6 +63,42 @@ pub(crate) async fn distributed() -> Arc<dyn MockInstance> {
     Arc::new(instance)
 }
 
+pub(crate) async fn standalone_with_multiple_object_stores() -> Arc<dyn MockInstance> {
+    let _ = dotenv::dotenv();
+    let test_name = uuid::Uuid::new_v4().to_string();
+    let storage_types = StorageType::build_storage_types_based_on_env();
+    let instance = GreptimeDbStandaloneBuilder::new(&test_name)
+        .with_store_providers(storage_types)
+        .build()
+        .await;
+    Arc::new(instance)
+}
+
+pub(crate) async fn distributed_with_multiple_object_stores() -> Arc<dyn MockInstance> {
+    let _ = dotenv::dotenv();
+    let test_name = uuid::Uuid::new_v4().to_string();
+    let providers = StorageType::build_storage_types_based_on_env();
+    let cluster = GreptimeDbClusterBuilder::new(&test_name)
+        .await
+        .with_store_providers(providers)
+        .build()
+        .await;
+    Arc::new(MockDistributedInstance(cluster))
+}
+
+#[template]
+#[rstest]
+#[case::test_with_standalone(standalone_with_multiple_object_stores())]
+#[case::test_with_distributed(distributed_with_multiple_object_stores())]
+#[awt]
+#[tokio::test(flavor = "multi_thread")]
+pub(crate) fn both_instances_cases_with_custom_storages(
+    #[future]
+    #[case]
+    instance: Arc<dyn MockInstance>,
+) {
+}
+
 #[template]
 #[rstest]
 #[case::test_with_standalone(standalone())]
diff --git a/tests-integration/tests/http.rs b/tests-integration/tests/http.rs
index 68b0f01d1412..07f1b903c3c4 100644
--- a/tests-integration/tests/http.rs
+++ b/tests-integration/tests/http.rs
@@ -712,6 +712,7 @@ sync_write = false
 
 [datanode.storage]
 type = "{}"
+providers = []
 
 [[datanode.region_engine]]
 
diff --git a/tests/cases/standalone/common/show/show_create.result b/tests/cases/standalone/common/show/show_create.result
index b871117b1ad9..0936ab2d7f2e 100644
--- a/tests/cases/standalone/common/show/show_create.result
+++ b/tests/cases/standalone/common/show/show_create.result
@@ -100,3 +100,24 @@ WITH(
 
 Error: 1004(InvalidArguments), Invalid table option key: foo
 
+CREATE TABLE not_supported_table_storage_option (
+  id INT UNSIGNED,
+  host STRING,
+  cpu DOUBLE,
+  disk FLOAT,
+  ts TIMESTAMP NOT NULL DEFAULT current_timestamp(),
+  TIME INDEX (ts),
+  PRIMARY KEY (id, host)
+)
+PARTITION BY RANGE COLUMNS (id) (
+    PARTITION r0 VALUES LESS THAN (5),
+    PARTITION r1 VALUES LESS THAN (9),
+    PARTITION r2 VALUES LESS THAN (MAXVALUE),
+)
+ENGINE=mito
+WITH(
+  storage = 'S3'
+);
+
+Error: 1004(InvalidArguments), Object store not found: s3
+
diff --git a/tests/cases/standalone/common/show/show_create.sql b/tests/cases/standalone/common/show/show_create.sql
index 56b56baadcbc..50fb9b5a85da 100644
--- a/tests/cases/standalone/common/show/show_create.sql
+++ b/tests/cases/standalone/common/show/show_create.sql
@@ -50,3 +50,21 @@ WITH(
   ttl = '7d',
   write_buffer_size = 1024
 );
+CREATE TABLE not_supported_table_storage_option (
+  id INT UNSIGNED,
+  host STRING,
+  cpu DOUBLE,
+  disk FLOAT,
+  ts TIMESTAMP NOT NULL DEFAULT current_timestamp(),
+  TIME INDEX (ts),
+  PRIMARY KEY (id, host)
+)
+PARTITION BY RANGE COLUMNS (id) (
+    PARTITION r0 VALUES LESS THAN (5),
+    PARTITION r1 VALUES LESS THAN (9),
+    PARTITION r2 VALUES LESS THAN (MAXVALUE),
+)
+ENGINE=mito
+WITH(
+  storage = 'S3'
+);