Data Observability

Data Observability

Data Observability

Scale monitoring without scaling effort

Scale monitoring without scaling effort

Scale monitoring without scaling effort

Deploy automated data observability across every table and data product. No manual setup or scripting.

Soda.io data obesrvability
Soda.io data obesrvability
Soda.io data obesrvability

Trusted by

Trusted by

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The fastest and most accurate Data Observability

It sets up in under 5 minutes, delivers results immediately (no model long training time required), and works at the scale you’re already operating at.

Scale monitoring without scaling effort

Easily deploy automated monitoring across every table, pipeline, and data product. No manual setup or scripting.

Discover unknown unknowns in your data

Automatically detect anomalies at every layer: table, metadata, and record. Revealing issues you wouldn’t have noticed otherwise.

Automate Data Testing

Let AI do the heavy lifting. Automatically generate or refine contracts and checks designed for both technical and business users.

The fastest and most accurate Data Observability

It sets up in under 5 minutes, delivers results immediately (no model long training time required), and works at the scale you’re already operating at.

Scale monitoring without scaling effort

Easily deploy automated monitoring across every table, pipeline, and data product. No manual setup or scripting.

Discover unknown unknowns in your data

Automatically detect anomalies at every layer: table, metadata, and record. Revealing issues you wouldn’t have noticed otherwise.

Automate Data Testing

Let AI do the heavy lifting. Automatically generate or refine contracts and checks designed for both technical and business users.

The fastest and most accurate Data Observability

It sets up in under 5 minutes, delivers results immediately (no model long training time required), and works at the scale you’re already operating at.

Scale monitoring without scaling effort

Easily deploy automated monitoring across every table, pipeline, and data product. No manual setup or scripting.

Discover unknown unknowns in your data

Automatically detect anomalies at every layer: table, metadata, and record. Revealing issues you wouldn’t have noticed otherwise.

Automate Data Testing

Let AI do the heavy lifting. Automatically generate or refine contracts and checks designed for both technical and business users.

Proprietary AI Algorithms

Smarter and faster anomaly detection

Soda's metrics monitoring is fast, simple, and precise.Powered by proprietary algorithms that outperform Facebook Prophet, it adapts as your data changes, delivers 70% fewer false positives, and scales to 1B rows in just 64 seconds.

Proprietary AI Algorithms

Smarter and faster anomaly detection

Soda's metrics monitoring is fast, simple, and precise.Powered by proprietary algorithms that outperform Facebook Prophet, it adapts as your data changes, delivers 70% fewer false positives, and scales to 1B rows in just 64 seconds.

Proprietary AI Algorithms

Smarter and faster anomaly detection

Soda's metrics monitoring is fast, simple, and precise.Powered by proprietary algorithms that outperform Facebook Prophet, it adapts as your data changes, delivers 70% fewer false positives, and scales to 1B rows in just 64 seconds.

Backfilling and Backtesting

Start today. Look one year back

With built-in backfilling and backtesting, Soda instantly analyzes historical data to reveal patterns and trends.

Backfilling and Backtesting

Start today. Look one year back

With built-in backfilling and backtesting, Soda instantly analyzes historical data to reveal patterns and trends.

Backfilling and Backtesting

Start today. Look one year back

With built-in backfilling and backtesting, Soda instantly analyzes historical data to reveal patterns and trends.

Record-level Anomaly Detection

Detect record-level anomalies instantly

Soda AI’s proprietary Record-Level Anomaly Detection (RAD) gives you instant, broad coverage across every column, row, and segment — without defining a single check.It builds a deep understanding of what “normal” looks like, flags unusual records with high precision, and alerts the right person automatically.

Record-level Anomaly Detection

Detect record-level anomalies instantly

Soda AI’s proprietary Record-Level Anomaly Detection (RAD) gives you instant, broad coverage across every column, row, and segment — without defining a single check.It builds a deep understanding of what “normal” looks like, flags unusual records with high precision, and alerts the right person automatically.

Record-level Anomaly Detection

Detect record-level anomalies instantly

Soda AI’s proprietary Record-Level Anomaly Detection (RAD) gives you instant, broad coverage across every column, row, and segment — without defining a single check.It builds a deep understanding of what “normal” looks like, flags unusual records with high precision, and alerts the right person automatically.

Missing

Duplicated

Invalid

Customer records

Sales records

Transactional records

Missing

Duplicated

Invalid

Customer records

Sales records

Transactional records

Missing

Duplicated

Invalid

Customer records

Sales records

Transactional records

AI + Human Feedback

Improve AI with human feedback

Flag results as expected or anomalous. Each piece of feedback helps the algorithm learn, refine its predictions, and adapt over time.

AI + Human Feedback

Improve AI with human feedback

Flag results as expected or anomalous. Each piece of feedback helps the algorithm learn, refine its predictions, and adapt over time.

AI + Human Feedback

Improve AI with human feedback

Flag results as expected or anomalous. Each piece of feedback helps the algorithm learn, refine its predictions, and adapt over time.

Case studies

Trusted by the world’s leading enterprises

Real stories from companies using Soda to keep their data reliable, accurate, and ready for action.

At the end of the day, we don’t want to be in there managing the checks, updating the checks, adding the checks. We just want to go and observe what’s happening, and that’s what Soda is enabling right now.

Sid Srivastava

Director of Data Governance, Quality and MLOps

Investing in data quality is key for cross-functional teams to make accurate, complete decisions with fewer risks and greater returns, using initiatives such as product thinking, data governance, and self-service platforms.

Mario Konschake

Director of Product-Data Platform

Soda has integrated seamlessly into our technology stack and given us the confidence to find, analyze, implement, and resolve data issues through a simple self-serve capability.

Sutaraj Dutta

Data Engineering Manager

Our goal was to deliver high-quality datasets in near real-time, ensuring dashboards reflect live data as it flows in. But beyond solving technical challenges, we wanted to spark a cultural shift - empowering the entire organization to make decisions grounded in accurate, timely data.

Gu Xie

Head of Data Engineering

4.4 of 5

Start trusting your data. Today.

Find, understand, and fix any data quality issue in seconds.
From table to record-level.

Trusted by

Case studies

Trusted by the world’s leading enterprises

Real stories from companies using Soda to keep their data reliable, accurate, and ready for action.

At the end of the day, we don’t want to be in there managing the checks, updating the checks, adding the checks. We just want to go and observe what’s happening, and that’s what Soda is enabling right now.

Sid Srivastava

Director of Data Governance, Quality and MLOps

Investing in data quality is key for cross-functional teams to make accurate, complete decisions with fewer risks and greater returns, using initiatives such as product thinking, data governance, and self-service platforms.

Mario Konschake

Director of Product-Data Platform

Soda has integrated seamlessly into our technology stack and given us the confidence to find, analyze, implement, and resolve data issues through a simple self-serve capability.

Sutaraj Dutta

Data Engineering Manager

Our goal was to deliver high-quality datasets in near real-time, ensuring dashboards reflect live data as it flows in. But beyond solving technical challenges, we wanted to spark a cultural shift - empowering the entire organization to make decisions grounded in accurate, timely data.

Gu Xie

Head of Data Engineering

4.4 of 5

Start trusting your data. Today.

Find, understand, and fix any data quality issue in seconds.
From table to record-level.

Trusted by

Case studies

Trusted by the world’s leading enterprises

Real stories from companies using Soda to keep their data reliable, accurate, and ready for action.

At the end of the day, we don’t want to be in there managing the checks, updating the checks, adding the checks. We just want to go and observe what’s happening, and that’s what Soda is enabling right now.

Sid Srivastava

Director of Data Governance, Quality and MLOps

Investing in data quality is key for cross-functional teams to make accurate, complete decisions with fewer risks and greater returns, using initiatives such as product thinking, data governance, and self-service platforms.

Mario Konschake

Director of Product-Data Platform

Soda has integrated seamlessly into our technology stack and given us the confidence to find, analyze, implement, and resolve data issues through a simple self-serve capability.

Sutaraj Dutta

Data Engineering Manager

Our goal was to deliver high-quality datasets in near real-time, ensuring dashboards reflect live data as it flows in. But beyond solving technical challenges, we wanted to spark a cultural shift - empowering the entire organization to make decisions grounded in accurate, timely data.

Gu Xie

Head of Data Engineering

4.4 of 5

Start trusting your data. Today.

Find, understand, and fix any data quality issue in seconds.
From table to record-level.

Trusted by