dagster
An orchestration platform for the development, production, and observation of data assets. (by dagster-io)
Rudderstack
Privacy and Security focused Segment-alternative, in Golang and React (by rudderlabs)
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| dagster | Rudderstack | |
|---|---|---|
| 46 | 83 | |
| 10,215 | 3,926 | |
| 5.2% | 1.5% | |
| 10.0 | 9.8 | |
| about 12 hours ago | 3 days ago | |
| Python | Go | |
| Apache License 2.0 | GNU General Public License v3.0 or later |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
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.
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.
dagster
Posts with mentions or reviews of dagster.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-06-16.
- 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?
Rudderstack
Posts with mentions or reviews of Rudderstack.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-05-17.
- Rudderstack Switches to Elastic License
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What is the role of data integration in a Customer Data Platform (CDP)?
If CDP(such as RudderStack) were a restaurant, then Data Integration is the guy that gets all raw ingrediants from different shops and makes it available to Chef that sorts and combines raw ingrediants to make a dish. The chef can't cook anything without raw ingrediamt. Similarly Data Integration is also an important component in CDP that collects customer data from various sources and them other components unify it and activate it.
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Replacing Google Tag Manager with Open-Source alternative
More details on GitHub repository - https://github.com/rudderlabs/rudder-server
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In honor of this sub shutting down, I'm sharing my all-time favorite post.
Are you RudderStack?
- RudderStack v1.8 release - headless customer data platform
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Google Analytics 4 Has Me So Frustrated, We Built Our Own Analytics Service
In bigger setups, all you want is a data collector and router so that you can feed the data into multiple destinations, depending on the use case. Analytics is just one. Example: https://www.rudderstack.com/ & https://www.rudderstack.com/replace-google-analytics-4-guide...
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I want to contribute to open source but don't know where to start
Check out RudderStack, a Go project to build data pipeline. Our slack is quite active. The best way to contribute is by creating a new integration with your favorite tool. You do not need to rely to too much on existing knowledge about inner workings of the project to do so, so it is beginner friendly.
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Hot Takes on the Modern Data Stack
Interesting. About "Redshift need google sheet sync to table", wouldn't this be more aligned with the responsibility of a CDP(such as RudderStack) as opposed to something we expext a warehouse to do?
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Writing few lines of open-source js/python code can get ₹8k-80k. Is it a good reward for an oss challenge? Last day, more prizes than the participants until now :)
The challenge is over. Winners have been announced. When we are ready for the next one, will announce on RudderStack GitHub repo
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Project showcase: sample Data Lakehouse
Super. This is amazing. Sharing your project with the community. If you get a chance, try out RudderStack to build your pipeline.
What are some alternatives?
When comparing dagster and Rudderstack you can also consider the following projects:
Prefect - The easiest way to build, run, and monitor data pipelines at scale.
Snowplow - The enterprise-grade behavioral data engine (web, mobile, server-side, webhooks), running cloud-natively on AWS and GCP
Airflow - Apache Airflow - A platform to programmatically author, schedule, and monitor workflows
PostHog - 🦔 PostHog provides open-source product analytics, session recording, feature flagging and A/B testing that you can self-host.
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
Socioboard - Socioboard is world's first and open source Social Technology Enabler. Socioboard Core is our flagship product.
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.
unomi - Apache Unomi
MLflow - Open source platform for the machine learning lifecycle
Elasticsearch - Free and Open, Distributed, RESTful Search Engine
meltano
Apache Kafka - Mirror of Apache Kafka