Stop data incidents before they hit production

Stop data incidents before they hit production

Stop data incidents before they hit production

Soda catches, explains, and resolves data quality issues the moment they appear.

Soda.io anomalies chart

Acme inc

Acme inc

Soda.io web platform

Acme inc

Trusted by

Trusted by

Detection to resolution
All automated with AI

We meet users where they are. Engineers run it as code.
Business runs it in an interface. One shared workflow. Powered by AI.

Business and Engineers in one workflow

Unite business and engineering with collaborative,
AI-powered data contracts.

dataset: test_source/unity_catalog/arthur/retail_orders
checks:
- schema: {}
- freshness:
column: order_datetime
threshold:
unit: hour
must_be_less_than_or_equal: 24
columns:
- name: order_id
data_type: string
- name: last_name
data_type: string
- name: email
data_type: string
- name: payment_method
data_type: string
- name: order_value
data_type: double
- name: order_quantity
data_type: string
- name: order_datetime
data_type: timestamp
- name: country_code
data_type: string
- name: dim_idx
data_type: int
dataset: test_source/unity_catalog/arthur/retail_orders
checks:
- schema: {}
- freshness:
column: order_datetime
threshold:
unit: hour
must_be_less_than_or_equal: 24
columns:
- name: order_id
data_type: string
- name: last_name
data_type: string
- name: email
data_type: string
- name: payment_method
data_type: string
- name: order_value
data_type: double
- name: order_quantity
data_type: string
- name: order_datetime
data_type: timestamp
- name: country_code
data_type: string
- name: dim_idx
data_type: int
Soda.io data contract

Fix bad data at source

Automatically isolate, manage, and fix bad data.
At the source, in your environment.

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

Best AI for data quality

We don’t bolt AI on top. We’ve built the most advanced AI for data quality; it's faster, more accurate, and battle-tested at scale. Our frontier research has been published in NeurIPs, JAIR, and ACML.

Introducing Soda 4.0

Introducing Soda 4.0

Introducing Soda 4.0

Unite Business, Engineering and Governance. Automate with AI.
Lock trust at the source.

Soda AI

Soda AI

Soda AI

Advanced AI for data quality faster and accurate

Advanced AI for data quality

Metrics Monitoring

Our algorithms beat Facebook Prophet with 70% fewer false positives and scale to 1B rows in just 64 seconds.

Metrics Monitoring

Our algorithms beat Facebook Prophet with 70% fewer false positives and scale to 1B rows in just 64 seconds.

Metrics Monitoring

Our algorithms beat Facebook Prophet with 70% fewer false positives and scale to 1B rows in just 64 seconds.

AI Automations

From writing checks in plain English to an AI co-pilot that creates full data contracts with one click.

AI Automations

From writing checks in plain English to an AI co-pilot that creates full data contracts with one click.

AI Automations

From writing checks in plain English to an AI co-pilot that creates full data contracts with one click.

Record-Level Anomaly Detection

Detect anomalies at the row level with high precision.

Record-Level Anomaly Detection

Detect anomalies at the row level with high precision.

Record-Level Anomaly Detection

Detect anomalies at the row level with high precision.

Real AI. Peer-reviewed research.

Our research is published in NeurIPS, JAIR and ACML.

Real AI. Peer-reviewed research.

Our research is published in NeurIPS, JAIR and ACML.

Real AI. Peer-reviewed research.

Our research is published in NeurIPS, JAIR and ACML.

Data Observability

Data Observability

Data Observability

Monitor Thousands of Tables In Seconds

Interactive visualizations

Oversee your organization’s entire data, or drill down to a single anomaly.

Interactive visualizations

Oversee your organization’s entire data, or drill down to a single anomaly.

Interactive visualizations

Oversee your organization’s entire data, or drill down to a single anomaly.

Smart thresholds

Leverage intelligent and adaptive thresholds, or define your own for precise, fine-grained results.

Smart thresholds

Leverage intelligent and adaptive thresholds, or define your own for precise, fine-grained results.

Smart thresholds

Leverage intelligent and adaptive thresholds, or define your own for precise, fine-grained results.

Improve AI with feedback

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

Improve AI with feedback

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

Improve AI with feedback

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

Start Today Look One Year Back

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

Start Today Look One Year Back

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

Start Today Look One Year Back

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

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

Collaborative Data Contracts

Collaborative Data Contracts

Collaborative Data Contracts

Business & Engineering in a Shared Workflow

Collaborative Workflows

Engineers work in Git. Business users in the UI. Every change is versioned, with proposals and diffs available in either view.

Collaborative Workflows

Engineers work in Git. Business users in the UI. Every change is versioned, with proposals and diffs available in either view.

Collaborative Workflows

Engineers work in Git. Business users in the UI. Every change is versioned, with proposals and diffs available in either view.

Governance by Design

Easily publish or propose contracts, with complete auditability and permission control built in.

Governance by Design

Easily publish or propose contracts, with complete auditability and permission control built in.

Governance by Design

Easily publish or propose contracts, with complete auditability and permission control built in.

AI-powered Data Contracts

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

AI-powered Data Contracts

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

AI-powered Data Contracts

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

Quality at Scale

Enforce standards across every data product with contracts to automate quality checks and ensure compliance.

Quality at Scale

Enforce standards across every data product with contracts to automate quality checks and ensure compliance.

Quality at Scale

Enforce standards across every data product with contracts to automate quality checks and ensure compliance.

1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
dataset: test_source/unity_catalog/arthur/retail_orders
checks:
- schema: {}
- freshness:
column: order_datetime
threshold:
unit: hour
must_be_less_than_or_equal: 24
columns:
- name: order_id
data_type: string
- name: last_name
data_type: string
- name: email
data_type: string
- name: payment_method
data_type: string
- name: order_value
data_type: double
- name: order_quantity
data_type: string
- name: order_datetime
data_type: timestamp
- name: country_code
data_type: string
- name: dim_idx
data_type: int
Soda.io data contract

Root Cause Analytics

Root Cause Analytics

Root Cause Analytics

Isolate, manage and fix bad data. In your environment

Isolate, manage and fix bad data. In your environment

Diagnostics Warehouse

All failed records, whether flagged by a data contract or detected as anomalies, are automatically stored in your data warehouse of choice.

Diagnostics Warehouse

All failed records, whether flagged by a data contract or detected as anomalies, are automatically stored in your data warehouse of choice.

Diagnostics Warehouse

All failed records, whether flagged by a data contract or detected as anomalies, are automatically stored in your data warehouse of choice.

Complete Traceability

Gain complete visibility into your data operations - every log and anomaly is captured for transparent auditing and faster issue resolution.

Complete Traceability

Gain complete visibility into your data operations - every log and anomaly is captured for transparent auditing and faster issue resolution.

Complete Traceability

Gain complete visibility into your data operations - every log and anomaly is captured for transparent auditing and faster issue resolution.

Security by Design

Data stays in your cloud: secure, compliant, and fully under your control.

Security by Design

Data stays in your cloud: secure, compliant, and fully under your control.

Security by Design

Data stays in your cloud: secure, compliant, and fully under your control.

AI Remediation (Soon)

Fix bad records in source systems with AI-generated recommendations.

AI Remediation (Soon)

Fix bad records in source systems with AI-generated recommendations.

AI Remediation (Soon)

Fix bad records in source systems with AI-generated recommendations.

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

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

Integrations

Works with the tools your team already uses

Connect Soda to your data stack in minutes — no heavy setup, no migration, just smooth integration.

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

Integrations

Works with the tools your team already uses

Connect Soda to your data stack in minutes — no heavy setup, no migration, just smooth integration.

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

Integrations

Works with the tools your team already uses

Connect Soda to your data stack in minutes — no heavy setup, no migration, just smooth integration.

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