{"id":19329731,"url":"https://github.com/outerbounds/metaflow-tools","last_synced_at":"2025-04-05T23:05:58.850Z","repository":{"id":42121331,"uuid":"433606222","full_name":"outerbounds/metaflow-tools","owner":"outerbounds","description":"Tools and utilities for operating Metaflow in production","archived":false,"fork":false,"pushed_at":"2025-03-10T18:23:02.000Z","size":491,"stargazers_count":53,"open_issues_count":20,"forks_count":48,"subscribers_count":6,"default_branch":"master","last_synced_at":"2025-03-29T22:04:46.368Z","etag":null,"topics":["aws","cloudformation","kubernetes","metaflow","mlops","terraform","workflow"],"latest_commit_sha":null,"homepage":"","language":"HCL","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/outerbounds.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2021-11-30T22:28:50.000Z","updated_at":"2025-03-14T16:58:26.000Z","dependencies_parsed_at":"2024-03-28T18:41:59.867Z","dependency_job_id":"be36486b-83da-4935-a889-f8f253feb5e8","html_url":"https://github.com/outerbounds/metaflow-tools","commit_stats":null,"previous_names":[],"tags_count":5,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/outerbounds%2Fmetaflow-tools","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/outerbounds%2Fmetaflow-tools/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/outerbounds%2Fmetaflow-tools/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/outerbounds%2Fmetaflow-tools/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/outerbounds","download_url":"https://codeload.github.com/outerbounds/metaflow-tools/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247411228,"owners_count":20934653,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["aws","cloudformation","kubernetes","metaflow","mlops","terraform","workflow"],"created_at":"2024-11-10T02:29:43.327Z","updated_at":"2025-04-05T23:05:58.833Z","avatar_url":"https://github.com/outerbounds.png","language":"HCL","funding_links":[],"categories":["Infrastructure \u0026 IaC"],"sub_categories":[],"readme":"[![](https://img.shields.io/badge/slack-@outerbounds-purple.svg?logo=slack )](http://slack.outerbounds.co/) \n \n# ⚒️ Metaflow Admin Tools\n\nThis repository contains various configuration files, tools and utilities for operating [Metaflow](https://github.com/Netflix/metaflow) in production. See [Metaflow documentation](https://docs.metaflow.org) for more information about Metaflow architecture. Top level folders are structured as follows:\n\n## Metaflow on AWS (/aws)\n### Metaflow Cloudformation template\nIf you're not already using Terraform, this is the easiest way to get started on AWS. You can find the template under [aws/cloudformation](./aws/cloudformation) in this repository.\nThis stack uses AWS Batch for compute and AWS Step Functions for orchestration.\n\n### Sample Terraform templates for AWS\nAnother deployment option is using Terraform. An end-to-end example can be found under [aws/terraform](./aws/terraform) in this repository. The example leverages the official Terraform module [outerbounds/terraform-aws-metaflow](https://registry.terraform.io/modules/outerbounds/metaflow/aws/latest) as a building block.\nThis stack uses AWS Batch for compute and AWS Step Functions for orchestration.\n\n## Metaflow on Azure (/azure)\n### Sample Terraform templates for Azure\nThis is the quickest way to spin up a fully functional Metaflow stack on Azure. See details under [azure/terraform](./azure/terraform) in this repository.\nThis stack uses Kubernetes (AKS) for compute and Argo Workflows for orchestration.\n\n## Metaflow on Nebius AI Cloud (/nebius)\n### Sample Terraform templates for Nebius AI Cloud\nThis is another quickest way to spin up a fully functional Metaflow stack on Nebius. See details under [nebius/terraform](./nebius/terraform) in this repository.\nThis stack uses Kubernetes (Managed Service for Kubernetes in Nebius AI Cloud) for compute and Argo Workflows for orchestration.\n\n## Metaflow services on Kubernetes (/k8s)\n### Helm Charts (alpha)\nWe provide Helm charts to deploy Metaflow Metadata service and UI in a K8S cluster. This way you can use Metaflow without any AWS-specific dependencies on AWS except for having a S3-compatible object storage engine available. You can find them under [k8s/helm/metaflow](./k8s/helm/metaflow) in this repository.\n\n## Cloud agnostic resources (/common)\n### Sample Metaflow flow definitions\nSome Metaflow flows that could be used to test drive a Metaflow stack. Some of these flows\nare used to drive end-to-end CI coverage internally at Outerbounds.  They live under [common/sample_flows](./common/sample_flows)\n\n## Utility scripts (/scripts)\nScripts that make life easier either deploying or using your new Metaflow stacks.\n\n# Questions?\nTalk to us on [Slack](http://http://slack.outerbounds.co/).\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fouterbounds%2Fmetaflow-tools","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fouterbounds%2Fmetaflow-tools","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fouterbounds%2Fmetaflow-tools/lists"}