Prime tendencies to assist your knowledge pipelines scale with ease
On this dialogue, I intention to discover the evolving tendencies in knowledge orchestration and knowledge modelling, highlighting the developments in instruments and their core advantages for knowledge engineers. Whereas Airflow has been the dominant participant since 2014, the information engineering panorama has considerably reworked, now addressing extra subtle use circumstances and necessities, together with assist for a number of programming languages, integrations, and enhanced scalability. I’ll look at up to date and maybe unconventional instruments that streamline my knowledge engineering processes, enabling me to effortlessly create, handle, and orchestrate sturdy, sturdy, and scalable knowledge pipelines.
Over the last decade we witnessed a “Cambrian explosion” of varied ETL frameworks for knowledge extraction, transformation and orchestration. It’s not a shock that lots of them are open-source and are Python-based.
The most well-liked ones:
- Airflow, 2014
- Luigi, 2014
- Prefect,2018
- Temporal, 2019
- Flyte, 2020
- Dagster, 2020
- Mage, 2021
- Orchestra, 2023
Prime tendencies to assist your knowledge pipelines scale with ease
On this dialogue, I intention to discover the evolving tendencies in knowledge orchestration and knowledge modelling, highlighting the developments in instruments and their core advantages for knowledge engineers. Whereas Airflow has been the dominant participant since 2014, the information engineering panorama has considerably reworked, now addressing extra subtle use circumstances and necessities, together with assist for a number of programming languages, integrations, and enhanced scalability. I’ll look at up to date and maybe unconventional instruments that streamline my knowledge engineering processes, enabling me to effortlessly create, handle, and orchestrate sturdy, sturdy, and scalable knowledge pipelines.
Over the last decade we witnessed a “Cambrian explosion” of varied ETL frameworks for knowledge extraction, transformation and orchestration. It’s not a shock that lots of them are open-source and are Python-based.
The most well-liked ones:
- Airflow, 2014
- Luigi, 2014
- Prefect,2018
- Temporal, 2019
- Flyte, 2020
- Dagster, 2020
- Mage, 2021
- Orchestra, 2023