From c723424ba6ffcbc9937662b89829b5bae9f9b0fa Mon Sep 17 00:00:00 2001 From: Kshitij Aranke Date: Mon, 16 Oct 2023 16:20:54 -0700 Subject: [PATCH 1/6] Blog post: to defer or to clone --- .../blog/2023-10-27-to-defer-or-to-clone.md | 116 ++++++++++++++++++ website/blog/authors.yml | 9 ++ .../img/blog/authors/kshitij-aranke.jpg | Bin 0 -> 1064342 bytes 3 files changed, 125 insertions(+) create mode 100755 website/blog/2023-10-27-to-defer-or-to-clone.md create mode 100644 website/static/img/blog/authors/kshitij-aranke.jpg diff --git a/website/blog/2023-10-27-to-defer-or-to-clone.md b/website/blog/2023-10-27-to-defer-or-to-clone.md new file mode 100755 index 00000000000..28fa72e9fbe --- /dev/null +++ b/website/blog/2023-10-27-to-defer-or-to-clone.md @@ -0,0 +1,116 @@ +--- + +title: To defer or to clone, that is the question +description: "In dbt v1.6, we introduce support for zero-copy cloning via the new dbt clone command. In this blog post, Kshitij will cover what clone is, how it is different from deferral, and when to use each." +slug: to-defer-or-to-clone + +authors: [kshitij_aranke, doug_beatty] + +tags: [analytics craft] +hide_table_of_contents: false + +date: 2023-10-27 +is_featured: true + +--- + +Hi all, I’m Kshitij, a senior software engineer on the Core team at dbt Labs. +One of the coolest moments of my career here thus far has been shipping the new `dbt clone` command as part of the dbt-core v1.6 release. + +However, one of the questions I’ve received most frequently is guidance around “when” to clone that goes beyond [the documentation on “how” to clone](https://docs.getdbt.com/reference/commands/clone). +In this blog post, I’ll attempt to provide this guidance by answering these FAQs: + +1. What is `dbt clone`? +2. How is it different from deferral? +3. Should I defer or should I clone? + +## What is `dbt clone`? + +`dbt clone` is a new command in dbt 1.6 that leverages native zero-copy clone functionality on supported warehouses to **copy entire schemas for free, almost instantly**. + +### How is this possible? + +Well, the warehouse “cheats” by only copying metadata from the `source` schema to the `target` schema; the underlying data remains at rest during this operation. +This metadata includes materialized objects like tables and views, which is why you see a **clone** of these objects in the target schema. + +In computer science jargon, `clone` makes a copy of the pointer from the `source` schema to the underlying data; after the operation there are now two pointers (`source` and `target` schemas) that each point to the same underlying data. + +## How is cloning different from deferral? + +On the surface, cloning and deferral seem similar – **they’re both ways to save costs in the data warehouse.** +They do this by bypassing expensive model re-computations – clone by [eagerly copying](https://en.wikipedia.org/wiki/Evaluation_strategy#Eager_evaluation) an entire schema into the target schema, and defer by [lazily referencing](https://en.wikipedia.org/wiki/Lazy_evaluation) pre-built models in the source schema. + +Let’s unpack this sentence and explore its first-order effects: + +| | defer | clone | +|---------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------| +| **How do I use it?** | Implicit via the `--defer` flag | Explicit via the `dbt clone` command | +| **What are its outputs?** | Doesn't create any objects itself, but dbt might create objects in the target schema if they’ve changed from those in the source schema. | Copies objects from source schema to target schema in the data warehouse, which are persisted after operation is finished. | +| **How does it work?** | Compares manifests between source and target dbt runs and overrides ref to resolve models not built in the target run to point to objects built in the source run. | Uses zero-copy cloning if available to copy objects from source to target schemas, else creates pointer views (`select * from my_model`) | + +These first-order effects lead to the following second-order effects that truly distinguish clone and defer from each other: + +| | defer | clone | +|--------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------| +| **Where can I use objects built in the target schema?** | Only within the context of dbt | Any downstream tool (e.g. BI) | +| **Can I safely modify objects built in the target schema?** | No, since this would modify production data | Yes, cloning is a cheap way to create a sandbox of production data for experimentation | +| **Will data in the target schema drift from data in the source schema?** | No, since deferral will always point to the latest version of the source schema | Yes, since clone is a point-in-time operation | +| **Can I use multiple source schemas at once?** | Yes, defer can dynamically switch between source schemas e.g. ref unchanged models from production and changed models from staging | No, clone copies objects from one source schema to one target schema | + +# Should I defer or should I clone? + +Putting together all the points above, here’s a handy cheat sheet for when to defer and when to clone: + +| | defer | clone | +|---------------------------------------------------------------------------|-------|-------| +| **Save time & cost by avoiding re-computation** | ✅ | ✅ | +| **Create database objects to be available in downstream tools (e.g. BI)** | ❌ | ✅ | +| **Safely modify objects in the target schema** | ❌ | ✅ | +| **Avoid creating new database objects** | ✅ | ❌ | +| **Avoid data drift** | ✅ | ❌ | +| **Support multiple dynamic sources** | ✅ | ❌ | + +To absolutely drive this point home: + +1. If you send someone this cheatsheet by linking to this page, you are deferring to this page +2. If you print out this page and write notes in the margins, you have cloned this page + +### Putting it in practice + +Using the cheat sheet above, let’s explore a few common scenarios and explore whether we should use defer or clone for each: + +1. **Testing staging datasets in BI** + + In this scenario, we want to: + 1. Make a copy of our production dataset available in our downstream BI tool + 2. To safely iterate on this copy without breaking production datasets + + Therefore, we should use **clone** in this scenario + +2. **[Slim CI](https://discourse.getdbt.com/t/how-we-sped-up-our-ci-runs-by-10x-using-slim-ci/2603)** + + In this scenario, we want to: + 1. Refer to production models wherever possible to speed up continuous integration (CI) runs + 2. Only run and test models in the CI staging environment that have changed from the production environment + 3. Reference models from different environments – prod for unchanged models, and staging for modified models + + Therefore, we should use **defer** in this scenario + +3. **[Blue/Green Deployments](https://discourse.getdbt.com/t/performing-a-blue-green-deploy-of-your-dbt-project-on-snowflake/1349)** + + In this scenario, we want to: + 1. Ensure that all tests are always passing on the production dataset, even if that dataset is slightly stale + 2. Atomically rollback a promotion to production if tests aren’t passing across the entire staging dataset + + In this scenario, we can use **clone** to implement a deployment strategy known as blue-green deployments where we build the entire staging dataset and then run tests against it, and only clone it over to production if all tests pass. + + +As a rule of thumb, deferral lends itself better to continuous integration (CI) use cases whereas cloning lends itself better to continuous deployment (CD) use cases. + +## Wrapping Up + +In this post, we covered what `dbt clone` is, how it is different from deferral, and when to use each. Often, they can be used together within the same project in different parts of the deployment lifecycle. + +Thanks for reading, and I look forward to seeing what you build with `dbt clone`. + +*Thanks to [Jason Ganz](https://docs.getdbt.com/author/jason_ganz) and [Gwen Windflower](https://www.linkedin.com/in/gwenwindflower/) for reviewing drafts of this article* diff --git a/website/blog/authors.yml b/website/blog/authors.yml index 2e554ffc814..31d69824ed4 100644 --- a/website/blog/authors.yml +++ b/website/blog/authors.yml @@ -306,6 +306,15 @@ kira_furuichi: name: Kira Furuichi organization: dbt Labs +kshitij_aranke: + image_url: /img/blog/authors/kshitij-aranke.jpg + job_title: Senior Software Engineer + links: + - icon: fa-linkedin + url: https://www.linkedin.com/in/aranke/ + name: Kshitij Aranke + organization: dbt Labs + lauren_benezra: image_url: /img/blog/authors/lauren-benezra.jpeg job_title: Analytics Engineer diff --git a/website/static/img/blog/authors/kshitij-aranke.jpg 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