End-to-End DataOps Platforms
12 entriesPlatforms that apply agile and DevOps practices across the whole data lifecycle.
Orchestration & Transformation
7 entriesScheduling, workflow and transformation tools for reliable pipelines.
Data Integration & Movement
11 entriesIngestion, ELT, streaming and mastering platforms that feed DataOps pipelines.
Data Quality, Observability & Lineage
9 entriesTesting, monitoring, lineage and governance that keep data trustworthy.
Related Pages on This Site
7 entriesMore data engineering topics.
DataOps Practice
4 entriesPractice.
Related Pages
0 entriesRelated research directories on this site.
Frequently Asked Questions
What is DataOps?
DataOps applies agile, DevOps and statistical quality-control practices to data pipelines, with automation, testing and monitoring so trusted data reaches users faster.
How is DataOps different from DevOps?
DevOps automates software delivery, while DataOps also manages the data itself: its quality, lineage, schema changes and freshness, alongside the code that transforms it.
What are the core DataOps capabilities?
Pipeline orchestration, automated testing and data quality checks, observability and lineage, version control for data and code, and CI/CD for data products.
How do orchestration tools differ?
Airflow is the widely used code-first scheduler, Dagster centres on data assets and lineage, Prefect emphasises flexible Python workflows, and Kestra uses declarative YAML.
What changed with Fivetran and dbt?
Fivetran and dbt Labs have merged, and both vendors' sites now describe themselves as one company, so the dbt and Fivetran entries are cross-referenced.
Which additional references does this page add?
The section 'DataOps Practice' lists DataOps Manifesto, dbt, Great Expectations, OpenLineage, Apache Airflow.
What changed recently in DataOps tooling?
According to PyPI and GitHub in October 2026: Great Expectations 1.24.1 (22 October), Prefect 3.9.0 (21 October), Soda Core 4.28.0 (20 October), Kestra v2.0.7 (20 October), dbt-core 1.12.6 (14 October), OpenLineage 1.54.0 (12 October) and Dagster 1.13.26 (9 October) have recent releases. Datafold's open-source data-diff repository is archived, and the dataloop.ai site did not respond to a link check.