From ee55297b9a2ae3782cab5b6eda60f45c9f910b81 Mon Sep 17 00:00:00 2001 From: givonwash Date: Wed, 26 Jun 2024 10:53:30 -0700 Subject: [PATCH] docs: populate top-level README with basic project information --- README.md | 114 ++++++++++++++++++++++++++++ assets/elt-workflow-in-progress.png | Bin 0 -> 228365 bytes 2 files changed, 114 insertions(+) create mode 100644 README.md create mode 100644 assets/elt-workflow-in-progress.png diff --git a/README.md b/README.md new file mode 100644 index 0000000..38f5e1a --- /dev/null +++ b/README.md @@ -0,0 +1,114 @@ +# melt: (M)y End-to-End (ELT) + +End-to-end ELT pipeline(s) that make(s) use of a variety of "cloud native" technologies: + +- [Kubernetes](https://kubernetes.io/) for container orchestration (with manifest creation aided by [Amazon's `cdk8s` "cloud development kit"](https://cdk8s.io/)) +- [Argo Workflows](https://argoproj.github.io/workflows/) for pipeline orchestration +- [Airbyte](https://airbyte.com/) for data synchronization (the "extract" and "load" in ELT) +- [DBT](https://www.getdbt.com/) for data transformations (the "transform" in ELT) +- [Postgres](https://www.postgresql.org/) as a final destination data store + +as well as [Nix](https://nix.dev/manual/nix/2.18/) and [Nix Flakes](https://nix.dev/manual/nix/2.18/command-ref/new-cli/nix3-flake) for project dependency and build management. + +## Why `melt`? + +`melt` was developed with the intention of: + +1. making myself (@givonwash) more familiar with a variety of tools/technologies that I had limited prior experience with (e.g., Kubernetes) +2. demonstrating mastery of tools/technologies that I (@givonwash) do have extensive experience in (e.g., `dbt`, Postgres, Nix, etc.) + +`melt` is not production-grade software and exists primarily for demonstration purposes! + +## How It Works + +> [!NOTE] +> This project is in a (semi-)working state as of 9ec85f9; however, it is still actively under development and should not be considered "finished" + +At its core, `melt` relies upon three different technologies to do the heavy lifting of container orchestration and data extraction: Kubernetes, Argo Workflows, and Airbyte. The latter two technologies "sit" atop the former and are configured/utilized via the logic residing under [`./melt-infra`](./melt-infra). + +`melt`'s usage of Argo Workflows revolves around a single workflow, [`elt-workflow`](./melt-infra/src/argo-workflows/index.ts), which handles the configuration of Airbyte, triggering of data synchronization jobs, DBT transformations, and more. `elt-workflow` is created as a [`CronWorkflow`](https://argo-workflows.readthedocs.io/en/stable/cron-workflows/) that runs every other hour. An in-progress run of the `elt-workflow` run, as visualized by Argo Workflow's UI, can be seen below: + +[!In-progress `elt-workflow` run as seen from the Argo Workflows UI](./assets/elt-workflow-in-progress.png) + +The [DBT project](https://docs.getdbt.com/docs/build/projects) responsible for transforming data extracted and loaded by the `elt-workflow` is found under [`./melt-dbt`](./melt-dbt). `melt-dbt` adheres to [DBT’s enumerated “best practices”](https://docs.getdbt.com/best-practices/how-we-structure/1-guide-overview) of “staging”, “intermediate”, and “mart” transformation layers, with each layer molding data into an increasingly usable shape. A `melt-dbt` Docker image is uploaded to [`givonwash/melt-dbt`](https://hub.docker.com/repository/docker/givonwash/melt-dbt/general) upon pushes to `main` via the [`build/build-melt-dbt` GitHub Actions job](./.github/workflows/build.yaml). + +## Usage + +> [!NOTE] +> This project was developed for demonstration purposes and has not been thoroughly tested against non-[`minikube`] Kubernetes clusters. **Please proceed with caution &/or expect errors if deploying `melt` outside of this context.** + +### With [`nix`](https://nixos.org/) + +If you have the Nix package manager installed, and configured to use the `extra-experimental-features` `flakes` and `nix-command`, this project can be made use of as follows: + +```bash +# Make use of `devShells.default` +nix develop + +# Start our `minikube` K8s cluster +minikube start + +# Change to `melt-infra` to generate needed K8s manifests +cd melt-infra + +# Generate ("synthesize") K8s manifests +npx tsx src/synth.ts + +# Apply generated K8s manifests +# +# NOTE: you may have to run this command more than once if your K8s cluster fails to register Argo +# Workflows CRDs quickly enough to avoid "missing definition" errors resulting from K8s +# creating `CronWorkflows` (& the like) per the logic in `melt-infra` +kubectl apply -f dist/ + +# Optional: Monitor the various deployments/services/pods/etc. created by the previous command +minikube dashboard + +# Optional: Monitor the `elt-workflow` by visiting http://localhost:2746 and pasting your access +# token (printed to `stdout` by the second command below) into the relevant text box +# +# Be sure to swap `${ARGO_WORKFLOWS_SERVER_SERVICE_NAME}` with your actual service name +# and `${ARGO_WORKFLOWS_READER_SERVICE_ACCOUNT_SECRET}` with your actual service account +# secret! +kubectl port-forward --namespace melt-argo service/${ARGO_WORKFLOWS_SERVER_SERVICE_NAME} 2746:2746 +echo "Bearer $(kubectl get --namespace=melt-argo secret ${ARGO_WORKFLOWS_READER_SERVICE_ACCOUNT_SECRET} -o=jsonpath='{.data.token}' | base64 --decode)" +``` + +### Without [`nix`](https://nixos.org/) + +`melt` relies upon, and encourages the usage of, Nix Flakes for build/dependency management; however, it is possible to make use of this project without installing the Nix package manager as well. To do so, you'll need to have [`helm`](https://helm.sh/), [`minikube`](https://minikube.sigs.k8s.io/docs/), [`kubectl`](https://kubernetes.io/docs/reference/kubectl/kubectl/), and [Node.js v22](https://nodejs.org/en) installed via your preferred package management solution. + +```bash +# Start our `minikube` K8s cluster +minikube start + +# Change to `melt-infra` to generate needed K8s manifests +cd melt-infra + +# Install the dependencies of `melt-infra` +npm install + +# Generate ("synthesize") K8s manifests +npx tsx src/synth.ts + +# Apply generated K8s manifests +# +# NOTE: you may have to run this command more than once if your K8s cluster fails to register Argo +# Workflows CRDs quickly enough to avoid "missing definition" errors resulting from K8s +# creating `CronWorkflows` (& the like) per the logic in `melt-infra` +kubectl apply -f dist/ + +# Optional: Monitor the various deployments/services/pods/etc. created by the previous command +minikube dashboard + +# Optional: Monitor the `elt-workflow` by visiting http://localhost:2746 and pasting your access +# token (printed to `stdout` by the second command below) into the relevant text box. +# +# NOTE: You'll need the `base64` utility program as well for the second command to work. +# +# Be sure to swap `${ARGO_WORKFLOWS_SERVER_SERVICE_NAME}` with your actual service name +# and `${ARGO_WORKFLOWS_READER_SERVICE_ACCOUNT_SECRET}` with your actual service account +# secret! +kubectl port-forward --namespace melt-argo service/${ARGO_WORKFLOWS_SERVER_SERVICE_NAME} 2746:2746 +echo "Bearer $(kubectl get --namespace=melt-argo secret ${ARGO_WORKFLOWS_READER_SERVICE_ACCOUNT_SECRET} -o=jsonpath='{.data.token}' | base64 --decode)" +``` diff --git a/assets/elt-workflow-in-progress.png b/assets/elt-workflow-in-progress.png new file mode 100644 index 0000000000000000000000000000000000000000..3da98504e08403b0bd42e3f299f5337341f71064 GIT binary patch literal 228365 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