A data and AI observability platform, often called the pioneer of 'data downtime' monitoring — it watches your pipelines and AI agents in production and tells you when something breaks before your users or your boss notices.
montecarlo.ai
Alternatives to
Soda
Best alternatives to Soda in 2026
A lot of data quality problems come down to a mismatch between what a data producer thinks they're shipping and what a data consumer actually needs — a schema changes upstream and three dashboards silently break downstream. Soda's core idea is to make that agreement explicit through 'data contracts': collaborative, written specifications of what a dataset should contain, checked automatically rather than discovered by accident when something breaks. On top of that contract layer, Soda adds AI that not only detects when data violates expectations but tries to explain why and, in some cases, automatically correct the issue rather than just raising an alert for a human to investigate. It has a genuine free tier (limited usage units, called SPUs) that lets individuals or small teams start using it without a sales conversation, a $750/month Team tier for collaborative data contracts and no-code checks, and quote-based Enterprise pricing for larger deployments needing premium support.
Quick comparison of Soda alternatives
| # | Tool | Best for | Price |
|---|---|---|---|
| 1 | Entreprises moyennes à grandes gérant pipelines de données et agents IA en production | — | |
| 2 | Data engineers et analytics engineers utilisant Python, Jupyter et orchestrateurs de données | — | |
| 3 | Équipes data enterprise (finance, telecom, retail, healthcare, media, énergie) | — | |
| 4 | Équipes SaaS Product/Revenue en petite et mid-market cherchant l'analytique de cohortes et churn sans BI complexe | — | |
| 5 | Website owners and teams wanting cookieless analytics with revenue insight | — | |
| 6 | Financial analysts and quantitative researchers needing SEC XBRL fundamentals | — | |
| 7 | Website owners and teams wanting privacy-first analytics with session replay and uptime monitoring | — | |
| 8 | Développeurs voulant présenter leur portfolio GitHub de façon originale, ou trouver des issues open-source abordables | — | |
| 9 | Développeurs construisant des pipelines de capture de données sans infra lourde | — | |
| 10 | Équipes data et ingénierie nécessitant souveraineté des données et contrôle d'infrastructure | — | |
| 11 | Data engineers, analystes, praticiens ML voulant prototyper des pipelines rapidement | — | |
| 12 | Analytics engineers et équipes data utilisant dbt, ayant besoin de données de test réalistes sans accès aux données de production | — |
#1
- ✓ Pioneer and market leader in 'data downtime' observability
- ✓ Now covers both data pipelines and production AI agents
#2
The most widely used open-source tool for writing data quality checks in Python — you define what your data should look like as code, and it validates every pipeline run against those expectations automatically.
greatexpectations.io
- ✓ Free and open-source (Apache 2.0 license) for the core library
- ✓ Large, established community (11,000+ practitioners)
#3
A data quality platform that uses AI to automatically learn what 'normal' looks like in your tables and flags anomalies — without anyone having to write manual validation rules for every column.
anomalo.com
- ✓ AI learns normal data patterns without manual rule-writing
- ✓ Scales to thousands of tables where manual rules can't keep up
#4
Turns the customer and revenue data already sitting in your Google Sheets into churn, retention and cohort analytics in seconds, no formulas or BI tool required.
jettisheets.com
- ✓ Fonctionne directement dans Google Sheets, zéro migration de données
- ✓ Cohortes, churn et revenue waterfall sans formule ni pivot table
#5
Cookieless, privacy-first web analytics with an AI chat interface — a paid, open-source alternative to Google Analytics.
getopen.so
- ✓ No cookies, no consent banner needed by design
- ✓ Revenue attribution built in (Stripe/Polar)
#6
Extracts standardized S&P 500 fundamental financial data directly from SEC XBRL filings for financial analysis.
xbrlmetrics.com
- ✓ Standardized financial data extracted directly from audited SEC XBRL filings
- ✓ Covers all S&P 500 constituent companies
#7
Privacy-first, cookieless web analytics with session replay, error tracking, and uptime monitoring, open-source and self-hostable.
betterlytics.io
- ✓ Cookieless, privacy-first tracking — no cookie-consent banner needed
- ✓ Open-source (AGPL-3.0) with Docker self-hosting for full data ownership
#8
Turns your GitHub repositories into a walkable 3D town — stars and forks become building height and width — so you can explore a portfolio, or find beginner-friendly open-source issues, as a game instead of a list.
hyeonsangjeon.github.io
- ✓ Visualisation 3D originale et engageante des dépôts GitHub
- ✓ Fonctions pratiques (Quest Board, Repo Route, Twin Towns)
#9
Python library that captures streaming data durably into Iceberg tables with no broker, daemon, or catalog service to run.
github.com
- ✓ Aucune infra (broker/daemon/catalogue) à opérer
- ✓ Durabilité immédiate, fraîcheur sub-seconde
#10
Open-source ETL platform that builds data pipelines visually or in code and runs them on DuckDB, with no vendor lock-in.
duckle.org
- ✓ Gratuit, open source, aucun coût par ligne/connecteur
- ✓ 188+ connecteurs, compilation SQL automatique sur DuckDB
#11
Open-source visual builder for data and ML pipelines that lets you preview each transformation live and export clean pandas/Polars Python code.
ciaren.com
- ✓ Preview live sur données réelles à chaque étape
- ✓ Export en code Python pandas/Polars propre, aucun lock-in
#12
A command-line tool that reads a database schema and generates a full, realistic fake dataset plus a ready-to-run dbt project — no production data or manual scaffolding needed.
github.com
- ✓ Generates both the data AND a complete dbt scaffold (seeds, models, tests, profiles)
- ✓ Preserves foreign-key relationships across tables
FAQ about Soda alternatives
- What is the best alternative to Soda in 2026?
- Based on our selection, Monte Carlo is the best alternative to Soda in 2026. A data and AI observability platform, often called the pioneer of 'data downtime' monitoring — it watches your pipelines and AI agents in production and tells you when something breaks before your users or your boss notices.. See our full ranking above to compare all options.
- Is Soda free?
- Soda is a paid tool. Several alternatives in our selection offer free or freemium versions.
- How many alternatives to Soda are there?
- mySelectas has listed 12 alternatives to Soda in the Data & Analytics category. Our selection is updated regularly to include the best options available.