notation
dagster
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notation | dagster | |
---|---|---|
7 | 46 | |
289 | 10,215 | |
6.6% | 5.2% | |
8.9 | 10.0 | |
6 days ago | 3 days ago | |
Go | Python | |
Apache License 2.0 | Apache License 2.0 |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
notation
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Securing CI/CD Images with Cosign and OPA
Notary v2: The evolution to Notary v2 brought improvements in signature portability and integration with third-party key management solutions. However, it does not provide a certificate authority, leaving public key discovery for open-source image verification as an unresolved issue.
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Automating Kubernetes Deployments with FluxCD for Patched and Signed Container Images
Notation
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Level-up Container Security: 4 Open-Source Tools for Secure Software Supply Chain
Notation is another command-line too that lets you digitally sign artifacts. And those signatures essentaily become the stamps of approval for the different things in your software supply chain. For example, container images.
- notaryproject/notation: Notation is a project to add signatures as standard items in the registry ecosystem, and to build a set of simple tooling for signing and verifying these signatures. Based on Notary V2 standard.
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Getting Started with Notary
Notary is the CNCF project name and is often referenced when referring to the process of signing digital artifacts, but Notation is the command line tool that does the heavy lifting. Run the following commands to install Notation.
- Dagger: a new way to build CI/CD pipelines
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Making the Internet more secure one signed container at a time
It should be interoperable, that's the goal. I proposed some idea for nv2 here: https://github.com/notaryproject/nv2/issues/39 and here: https://github.com/notaryproject/nv2/issues/40 too.
dagster
- Experience with Dagster.io?
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Dagster tutorials
My recommendation is to continue on with the tutorial, then look at one of the larger example projects especially the ones named “project_”, and you should understand most of it. Of what you don't understand and you're curious about, look into the relevant concept page for the functions in the docs.
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The Dagster Master Plan
I found this example that helped me - https://github.com/dagster-io/dagster/tree/master/examples/project_fully_featured/project_fully_featured
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What are some open-source ML pipeline managers that are easy to use?
I would recommend the following: - https://www.mage.ai/ - https://dagster.io/ - https://www.prefect.io/ - https://metaflow.org/ - https://zenml.io/home
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The Why and How of Dagster User Code Deployment Automation
In Helm terms: there are 2 charts, namely the system: dagster/dagster (values.yaml), and the user code: dagster/dagster-user-deployments (values.yaml). Note that you have to set dagster-user-deployments.enabled: true in the dagster/dagster values-yaml to enable this.
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Best Orchestration Tool to run dbt projects?
Dagster seemed really cool when I looked into it as an alternative to airflow. I especially like the software defined assets and built-in lineage which I haven't seen in any other tool. However it seems it does not support RBAC which is a pretty big issue if you want a self-service type of architecture, see https://github.com/dagster-io/dagster/issues/2219. It does seem like it's available in their hosted version, but I wanted to run it myself on k8s.
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dbt Cloud Alternatives?
Dagster? https://dagster.io
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What's the best thing/library you learned this year ?
One that I haven't seen on here yet: dagster
- Anyone have an example of a project where a handful of the more popular Python tools are used? (E.g. airbyte, airflow, dbt, and pandas)
- Can we take a moment to appreciate how much of dataengineering is open source?
What are some alternatives?
cosign - Code signing and transparency for containers and binaries
Prefect - The easiest way to build, run, and monitor data pipelines at scale.
net-monitor - The sample net-monitor software, used as samples in Notary v2 (https://github.com/notaryproject/notaryproject)
Airflow - Apache Airflow - A platform to programmatically author, schedule, and monitor workflows
ratify - Artifact Ratification Framework
Mage - 🧙 The modern replacement for Airflow. Mage is an open-source data pipeline tool for transforming and integrating data. https://github.com/mage-ai/mage-ai
grafeas - Artifact Metadata API
airbyte - The leading data integration platform for ETL / ELT data pipelines from APIs, databases & files to data warehouses, data lakes & data lakehouses. Both self-hosted and Cloud-hosted.
secure-supply-chain-on-aks - Learn how to use open-source tools to secure your container deployments on Azure Kubernetes Service.
MLflow - Open source platform for the machine learning lifecycle
distribution - distribution with reference types
meltano