This page provides details about soda.io (Developer Tools) which was ranked #70 out of 255 in the list of sources (4 citations (0.3% share)) in answers from AI models (Anthropic Claude Sonnet (latest),
OpenAI ChatGPT Latest) when they were asked the following 2 questions: "If I'm looking to get into Analytics & BI, who and what should I know about? Include the most trusted brands, recommended products and services, reputable companies and providers, influential experts and reviewers to follow, helpful communities and resources, important events and conferences, notable startups disrupting the space, and key publications and media channels to stay informed.", "What does the Analytics & BI industry look like right now? Identify the dominant market leaders and brands, best products and services, key companies and providers, influential figures and thought leaders, emerging startups and trends, major conferences and events, active professional communities, and the top publications and media that cover this industry." on Dec 30, 2025 by AI Chat Watch.
| Model | Voice | Position | Citations |
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| URL Path | Citations | Position |
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| soda.io | 4 | 90.5 |
If I'm looking to get into Analytics & BI, who and what should I know about? Include the most trusted brands, recommended products and services, reputable companies and providers, influential experts and reviewers to follow, helpful communities and resources, important events and conferences, notable startups disrupting the space, and key publications and media channels to stay informed.
[...] * - Reverse ETL solution ### Data Quality & Observability - **[Monte Carlo](https://www.montecarlodata.com/)** - Data observability platform - **[Great Expectations](https://greatexpectations.io/)** - Open-source data validation - **[Bigeye](https://www.bigeye.com/)** - Data quality monitoring - **[Soda](https://www.soda.io/)** - Data quality testing ## Learning Resources & Courses ### Online Learning Platforms - **[DataCamp](https://www.datacamp.com/)** - Interactive data science and analytics courses - **[Coursera](https://www.coursera.org/)** - University-level analytics courses - **[Udacity](https://www.udacity.c [...]
If I'm looking to get into Analytics & BI, who and what should I know about? Include the most trusted brands, recommended products and services, reputable companies and providers, influential experts and reviewers to follow, helpful communities and resources, important events and conferences, notable startups disrupting the space, and key publications and media channels to stay informed.
[...] .com/) - **DataHub (open source)** — [DataHub](https://datahubproject.io/) - **OpenMetadata (open source)** — [OpenMetadata](https://open-metadata.org/) ### Data quality & observability (fast-growing must-have) - **Monte Carlo** — [Monte Carlo](https://www.montecarlodata.com/) - **Soda** — [Soda](https://www.soda.io/) - **Great Expectations (open source)** — [Great Expectations](https://greatexpectations.io/) ### Semantic / headless BI - **Cube** — [Cube](https://cube.dev/) --- ## 5) Reputable providers & ecosystems (the “where work happens”) If you want to be employable quickly, being conversant in at [...]
What does the Analytics & BI industry look like right now? Identify the dominant market leaders and brands, best products and services, key companies and providers, influential figures and thought leaders, emerging startups and trends, major conferences and events, active professional communities, and the top publications and media that cover this industry.
[...] ter.io/) **Data integration (ELT/ETL)** - [Fivetran](https://www.fivetran.com/) - [Airbyte](https://airbyte.com/) - [Informatica](https://www.informatica.com/) **Data quality / observability** - [Monte Carlo](https://www.montecarlodata.com/) - [Great Expectations](https://greatexpectations.io/) - [Soda](https://www.soda.io/) **Catalog / governance** - [Collibra](https://www.collibra.com/) - [Alation](https://www.alation.com/) - [Atlan](https://atlan.com/) **Reverse ETL / activation (operational analytics)** - [Hightouch](https://hightouch.com/) - [Census](https://www.getcensus.com/) --- ## 3) “Best” products/servi [...]
[...] bt](https://www.getdbt.com/) 6) **Governance/catalog**: [Collibra](https://www.collibra.com/), [Alation](https://www.alation.com/), [Atlan](https://atlan.com/) 7) **Data quality/observability**: [Monte Carlo](https://www.montecarlodata.com/), [Great Expectations](https://greatexpectations.io/), [Soda](https://www.soda.io/) --- ## 5) Influential figures & thought leaders (widely cited) Foundational BI / warehousing thinkers: - [Ralph Kimball](https://www.kimballgroup.com/) (via [Kimball Group](https://www.kimballgroup.com/)) - [Bill Inmon](https://www.inmoncif.com/) ([Inmon Data Systems](https://www.inmoncif.com/)) [...]