From 5d7c98abce6055d4e0268be977a6ba76744695e5 Mon Sep 17 00:00:00 2001 From: Ly Nguyen Date: Fri, 8 Sep 2023 09:49:26 -0700 Subject: [PATCH 01/11] Release notes for CI updates phase 2 --- .../04-Sept-2023/ci-updates-phase2-rn.md | 25 +++++++++++++++++++ 1 file changed, 25 insertions(+) create mode 100644 website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md diff --git a/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md b/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md new file mode 100644 index 00000000000..304252846c4 --- /dev/null +++ b/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md @@ -0,0 +1,25 @@ +--- +title: "Update: Improvements to dbt Cloud continuous integration" +description: "September 2023: dbt Cloud now has two types of jobs — deploy jobs and CI jobs — with streamlined setup and improved efficiency. " +sidebar_label: "Update: Improvements to dbt jobs" +tags: [Sept-2023, CI] +date: 2023-09-11 +sidebar_position: 10 +--- + +dbt Labs have separated out [deploy jobs](/docs/deploy/deploy-jobs), used to build production data assets, and [CI jobs](/docs/deploy/ci-jobs), used to check code changes, into two distinct types of jobs. These jobs perform fundamentally different tasks, and we’ve been improving the experience of both for you to have better fit for purpose tools. + +Since there are now two types of jobs, instead of one generic type, we can better guide you through the setup flow. Best practices are built into the default settings so you can go from curious to being set up in seconds. + +And, we now have more efficient state comparisons on CI checks: Never waste a build or test on code that hasn’t been changed. We now diff between the PR code and what’s running in production more efficiently, with the introduction of deferral to an environment versus a job. To learn more, refer to [Continuous integration in dbt Cloud](/docs/deploy/continuous-integration). + +Below is a comparison table that describes how deploy jobs and CI jobs behave differently: + +| | Deploy Jobs | CI Jobs | +| --- | --- | --- | +| Purpose | Builds production data assets. | Builds and tests new code before merging changes into production. | +| Trigger types | Triggered by a schedule or by API. | Triggered by a webhook from a commit to a PR or by API. | +| Destination | Builds into a production database and schema. | Builds into a staging database and ephemeral schema, lived for the lifetime of the PR. | +| Execution mode | Runs execute sequentially, so as to not have collisions on the underlying DAG. | Runs execute in parallel to promote team velocity. | +| Efficiency run savings | Detects over-scheduled jobs and cancels unnecessary runs to avoid queue clog. | Cancels runs when an in-flight run becomes stale when a new commit is pushed to the pull request. | +| State comparison | Only sometimes needs to detect state. | Almost always needs to compare state against the production environment to build on modified code and its dependents. | From ce4feeb0d188919ad43276719d797b8659fc4fed Mon Sep 17 00:00:00 2001 From: Ly Nguyen <107218380+nghi-ly@users.noreply.github.com> Date: Mon, 11 Sep 2023 08:02:14 -0700 Subject: [PATCH 02/11] Update website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md Co-authored-by: Joel Labes --- .../release-notes/04-Sept-2023/ci-updates-phase2-rn.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md b/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md index 304252846c4..145fd0bb51e 100644 --- a/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md +++ b/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md @@ -21,5 +21,5 @@ Below is a comparison table that describes how deploy jobs and CI jobs behave di | Trigger types | Triggered by a schedule or by API. | Triggered by a webhook from a commit to a PR or by API. | | Destination | Builds into a production database and schema. | Builds into a staging database and ephemeral schema, lived for the lifetime of the PR. | | Execution mode | Runs execute sequentially, so as to not have collisions on the underlying DAG. | Runs execute in parallel to promote team velocity. | -| Efficiency run savings | Detects over-scheduled jobs and cancels unnecessary runs to avoid queue clog. | Cancels runs when an in-flight run becomes stale when a new commit is pushed to the pull request. | +| Efficiency run savings | Detects over-scheduled jobs and cancels unnecessary runs to avoid queue clog. | Cancels existing runs when a newer commit is pushed to avoid redundant work. | | State comparison | Only sometimes needs to detect state. | Almost always needs to compare state against the production environment to build on modified code and its dependents. | From 9fe9a0f9e449bd2a73229b76e0ba8079d2b6f80d Mon Sep 17 00:00:00 2001 From: Ly Nguyen <107218380+nghi-ly@users.noreply.github.com> Date: Mon, 11 Sep 2023 08:02:50 -0700 Subject: [PATCH 03/11] Update website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md Co-authored-by: Joel Labes --- .../release-notes/04-Sept-2023/ci-updates-phase2-rn.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md b/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md index 145fd0bb51e..00272834ef8 100644 --- a/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md +++ b/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md @@ -18,7 +18,7 @@ Below is a comparison table that describes how deploy jobs and CI jobs behave di | | Deploy Jobs | CI Jobs | | --- | --- | --- | | Purpose | Builds production data assets. | Builds and tests new code before merging changes into production. | -| Trigger types | Triggered by a schedule or by API. | Triggered by a webhook from a commit to a PR or by API. | +| Trigger types | Triggered by a schedule or by API. | Triggered by a commit to a PR or by API. | | Destination | Builds into a production database and schema. | Builds into a staging database and ephemeral schema, lived for the lifetime of the PR. | | Execution mode | Runs execute sequentially, so as to not have collisions on the underlying DAG. | Runs execute in parallel to promote team velocity. | | Efficiency run savings | Detects over-scheduled jobs and cancels unnecessary runs to avoid queue clog. | Cancels existing runs when a newer commit is pushed to avoid redundant work. | From ceed9bc77f5509b07c442af782ab19ef4dcd7288 Mon Sep 17 00:00:00 2001 From: Ly Nguyen <107218380+nghi-ly@users.noreply.github.com> Date: Mon, 11 Sep 2023 08:08:06 -0700 Subject: [PATCH 04/11] Update website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md --- .../release-notes/04-Sept-2023/ci-updates-phase2-rn.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md b/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md index 00272834ef8..338aa841283 100644 --- a/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md +++ b/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md @@ -7,7 +7,7 @@ date: 2023-09-11 sidebar_position: 10 --- -dbt Labs have separated out [deploy jobs](/docs/deploy/deploy-jobs), used to build production data assets, and [CI jobs](/docs/deploy/ci-jobs), used to check code changes, into two distinct types of jobs. These jobs perform fundamentally different tasks, and we’ve been improving the experience of both for you to have better fit for purpose tools. +dbt Labs have separated out [deploy jobs](/docs/deploy/deploy-jobs), used to build production data assets, and [CI jobs](/docs/deploy/ci-jobs), used to check code changes, into two distinct types of jobs. These jobs perform fundamentally different tasks so we’ve improved the setup experience with sensible defaults for each. Since there are now two types of jobs, instead of one generic type, we can better guide you through the setup flow. Best practices are built into the default settings so you can go from curious to being set up in seconds. From 9d76a23748d9d880ce8e3f8a517e4c9789960df3 Mon Sep 17 00:00:00 2001 From: Ly Nguyen <107218380+nghi-ly@users.noreply.github.com> Date: Mon, 11 Sep 2023 08:32:03 -0700 Subject: [PATCH 05/11] Update website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md --- .../release-notes/04-Sept-2023/ci-updates-phase2-rn.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md b/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md index 338aa841283..31183e0ccd2 100644 --- a/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md +++ b/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md @@ -7,7 +7,7 @@ date: 2023-09-11 sidebar_position: 10 --- -dbt Labs have separated out [deploy jobs](/docs/deploy/deploy-jobs), used to build production data assets, and [CI jobs](/docs/deploy/ci-jobs), used to check code changes, into two distinct types of jobs. These jobs perform fundamentally different tasks so we’ve improved the setup experience with sensible defaults for each. +dbt Cloud now separates [deploy jobs](/docs/deploy/deploy-jobs), used to build production data assets, and [CI jobs](/docs/deploy/ci-jobs), used to check code changes, into two distinct types of jobs. These jobs perform fundamentally different tasks so dbt Labs have improved the setup experience with sensible defaults for each. Since there are now two types of jobs, instead of one generic type, we can better guide you through the setup flow. Best practices are built into the default settings so you can go from curious to being set up in seconds. From 82d655df5f0b4d14a6490c426818339c5d127235 Mon Sep 17 00:00:00 2001 From: Ly Nguyen Date: Mon, 11 Sep 2023 09:59:04 -0700 Subject: [PATCH 06/11] Add gif --- .../04-Sept-2023/ci-updates-phase2-rn.md | 2 ++ .../img/docs/release-notes/ci-job-setup.gif | Bin 0 -> 2016603 bytes 2 files changed, 2 insertions(+) create mode 100644 website/static/img/docs/release-notes/ci-job-setup.gif diff --git a/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md b/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md index 31183e0ccd2..b7940d04714 100644 --- a/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md +++ b/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md @@ -11,6 +11,8 @@ dbt Cloud now separates [deploy jobs](/docs/deploy/deploy-jobs), used to build p Since there are now two types of jobs, instead of one generic type, we can better guide you through the setup flow. Best practices are built into the default settings so you can go from curious to being set up in seconds. + + And, we now have more efficient state comparisons on CI checks: Never waste a build or test on code that hasn’t been changed. We now diff between the PR code and what’s running in production more efficiently, with the introduction of deferral to an environment versus a job. To learn more, refer to [Continuous integration in dbt Cloud](/docs/deploy/continuous-integration). Below is a comparison table that describes how deploy jobs and CI jobs behave differently: diff --git a/website/static/img/docs/release-notes/ci-job-setup.gif b/website/static/img/docs/release-notes/ci-job-setup.gif new file mode 100644 index 0000000000000000000000000000000000000000..56beea4ab88c31b14554d1e926a4d6eefa2cb3f6 GIT binary patch literal 2016603 zcmbSS`9IX(_kYd4*v7tO8T;7BQb}ZtvG0t1-*?6?6@wwWA)=y&tYsNOTGUuWXq2Q< zNl1kxm3mk6?ei~u@6Y#f&UxH(&f}c>e4b-rWv+iLa1z`I{s99x9L~p2TkqC325%49 z*t-A#z<&Jn>$mT$k@4p*US(vQaVC2P1&1O~Jl8wACm+uB-sq2tj%749$0w#%o~te> zD)sR4QBhSF6gea%ENMa{egE})Yv;@7FZgA7bTYvrvTUqPcIEXtrk*uAoE?#YYF!}D!U&-*O{>M+ziK*!5cz8&} zqqPm8G5TByU6IE zq)h7NhWh!Z#rH?vf7sgi^p)P-`}Fr;r`oy)`@j9KG$OqNV2Nqam;?zg-@%v5+8!Ro z^-TjSYsZSpvd>*gymTdp*;{?#^3dpX^R=FVnc48+5tqc%sVC3q96lCUT8(Kql)%9`BTeK_|dB_p@2;{2)1T%Vxm z!zPXjrk2JbVYV*bYa1UPFTUK_{rvvRUrBlO$gUo4HT<9b|I~Gk6V2>$@=Bs(lWz3i zxz>5(ACue>Bo8or258d+CITb>PHMtm>Cgm?OcO34-+lzJO#uR 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zr1w{8srMACKhx59U92&#g`X|Pf6>xhF4p|3MUW~Xpov<_C0ckQQMZI>Oe9&BkQ|8G zE+yI?L>-?JonWGFc!_QlQSWq#-Z>)qLJ2vIsGn1!Ur02#Sz>U9XxLa{_>f4f0E`sf z(ETNwR<}F6D>42;+??aO@%wb)0P7g!eF1{h8v&R#7I&(UOk0pR0B&wcDx_VvxP#mh z-?haj%=AduRcgEEev(x_()tb{C#G7z?zJu?UCj>b)xK``kVNUZPI*SMe|_D4+=k>Z zd)?s+$#MC*<6jb0O54G~)iylLtm1usE@^8f-%7VfQh>^#keIn)2xgb_R&5u{e);b- zD)2vPDgZDlhwcV60X@my*eU>#RFR`6b4}q`gCNA@q|*h34Qc+f|UUbeq?>lR@AqEge$Hl;KW6RbKMHj`;<5IV$euiYUFfu&almB9C3WE=RnRI1*1 zmZ`0UK<(LfXdmo`^3ITV1`EhHMgh`Cc6i;=^<|$y%v(QUid7pyWuOfEn0Y{LNymr1J5EW(PT5_)5?%iHFjcuz1a%2gE^y!Q=@OJ2q{IXW zw5xhv^Qgj>E>HkM7J8zIbX0MB5;E>>&3l@(9DJz$_?k-0o~;HW2+UGhTY*ZUmh-2< z?o^Z#Je;=uk1Fbwu~k#ZTg;86F&#-Hdc$9n!^$`yJXY1Xbsvvw57Ir4cXq)*D{scc zU)lf`Cy7M6XlfR2gFev~rxY Date: Mon, 11 Sep 2023 11:53:00 -0700 Subject: [PATCH 07/11] Update website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md --- .../release-notes/04-Sept-2023/ci-updates-phase2-rn.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md b/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md index b7940d04714..6901fb2bb6c 100644 --- a/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md +++ b/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md @@ -7,7 +7,7 @@ date: 2023-09-11 sidebar_position: 10 --- -dbt Cloud now separates [deploy jobs](/docs/deploy/deploy-jobs), used to build production data assets, and [CI jobs](/docs/deploy/ci-jobs), used to check code changes, into two distinct types of jobs. These jobs perform fundamentally different tasks so dbt Labs have improved the setup experience with sensible defaults for each. +dbt Cloud now has two distinct job types: [deploy jobs](/docs/deploy/deploy-jobs) for building production data assets, and [CI jobs](/docs/deploy/ci-jobs) for checking code changes. These jobs perform fundamentally different tasks so dbt Labs improved the setup experience with better defaults for each. Since there are now two types of jobs, instead of one generic type, we can better guide you through the setup flow. Best practices are built into the default settings so you can go from curious to being set up in seconds. From c0c9b1775b613d9995c5bc615d839dd5030e2722 Mon Sep 17 00:00:00 2001 From: Ly Nguyen <107218380+nghi-ly@users.noreply.github.com> Date: Mon, 11 Sep 2023 11:57:18 -0700 Subject: [PATCH 08/11] Update website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md --- .../release-notes/04-Sept-2023/ci-updates-phase2-rn.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md b/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md index 6901fb2bb6c..ad3e0e87cb8 100644 --- a/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md +++ b/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md @@ -9,7 +9,7 @@ sidebar_position: 10 dbt Cloud now has two distinct job types: [deploy jobs](/docs/deploy/deploy-jobs) for building production data assets, and [CI jobs](/docs/deploy/ci-jobs) for checking code changes. These jobs perform fundamentally different tasks so dbt Labs improved the setup experience with better defaults for each. -Since there are now two types of jobs, instead of one generic type, we can better guide you through the setup flow. Best practices are built into the default settings so you can go from curious to being set up in seconds. +With two types of jobs, instead of one generic type, we can better guide you through the setup flow. Best practices are built into the default settings so you can go from curious to being set up in seconds. From aeab4ea4c106a91f9588aeb88018bf2a75931f59 Mon Sep 17 00:00:00 2001 From: Ly Nguyen <107218380+nghi-ly@users.noreply.github.com> Date: Mon, 11 Sep 2023 12:01:40 -0700 Subject: [PATCH 09/11] Update website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md --- .../release-notes/04-Sept-2023/ci-updates-phase2-rn.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md b/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md index ad3e0e87cb8..5582a47ed50 100644 --- a/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md +++ b/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md @@ -13,7 +13,7 @@ With two types of jobs, instead of one generic type, we can better guide you thr -And, we now have more efficient state comparisons on CI checks: Never waste a build or test on code that hasn’t been changed. We now diff between the PR code and what’s running in production more efficiently, with the introduction of deferral to an environment versus a job. To learn more, refer to [Continuous integration in dbt Cloud](/docs/deploy/continuous-integration). +And, we now have more efficient state comparisons on CI checks: never waste a build or test on code that hasn’t been changed. We now diff between the Git PR code and what’s running in production more efficiently, with the introduction of deferral to an environment versus a job. To learn more, refer to [Continuous integration in dbt Cloud](/docs/deploy/continuous-integration). Below is a comparison table that describes how deploy jobs and CI jobs behave differently: From ee909e268b159a30f066edf44b24553681f6b5a0 Mon Sep 17 00:00:00 2001 From: Ly Nguyen <107218380+nghi-ly@users.noreply.github.com> Date: Mon, 11 Sep 2023 12:04:54 -0700 Subject: [PATCH 10/11] Update website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md --- .../release-notes/04-Sept-2023/ci-updates-phase2-rn.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md b/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md index 5582a47ed50..61cd2645e14 100644 --- a/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md +++ b/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md @@ -13,7 +13,7 @@ With two types of jobs, instead of one generic type, we can better guide you thr -And, we now have more efficient state comparisons on CI checks: never waste a build or test on code that hasn’t been changed. We now diff between the Git PR code and what’s running in production more efficiently, with the introduction of deferral to an environment versus a job. To learn more, refer to [Continuous integration in dbt Cloud](/docs/deploy/continuous-integration). +And, we now have more efficient state comparisons on CI checks: never waste a build or test on code that hasn’t been changed. We now diff between the Git PR code and what’s running in production more efficiently, with the introduction of deferral to an environment versus a job. To learn more, refer to [Continuous integration in dbt Cloud](/docs/deploy/continuous-integration) and [Get started with continuous integration tests](/guides/orchestration/set-up-ci/overview). Below is a comparison table that describes how deploy jobs and CI jobs behave differently: From 94dbb32619aedfcf7dc2bd531d41724285fbecd5 Mon Sep 17 00:00:00 2001 From: Ly Nguyen <107218380+nghi-ly@users.noreply.github.com> Date: Mon, 11 Sep 2023 12:05:22 -0700 Subject: [PATCH 11/11] Update website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md --- .../release-notes/04-Sept-2023/ci-updates-phase2-rn.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md b/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md index 61cd2645e14..0db1de2b310 100644 --- a/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md +++ b/website/docs/docs/dbt-versions/release-notes/04-Sept-2023/ci-updates-phase2-rn.md @@ -13,7 +13,7 @@ With two types of jobs, instead of one generic type, we can better guide you thr -And, we now have more efficient state comparisons on CI checks: never waste a build or test on code that hasn’t been changed. We now diff between the Git PR code and what’s running in production more efficiently, with the introduction of deferral to an environment versus a job. To learn more, refer to [Continuous integration in dbt Cloud](/docs/deploy/continuous-integration) and [Get started with continuous integration tests](/guides/orchestration/set-up-ci/overview). +And, we now have more efficient state comparisons on CI checks: never waste a build or test on code that hasn’t been changed. We now diff between the Git PR code and what’s running in production more efficiently with the introduction of deferral to an environment versus a job. To learn more, refer to [Continuous integration in dbt Cloud](/docs/deploy/continuous-integration) and [Get started with continuous integration tests](/guides/orchestration/set-up-ci/overview). Below is a comparison table that describes how deploy jobs and CI jobs behave differently: