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# Anomalo vs Soda Comparison - What are their main differences?

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Reviews

**Anomalo** [

4.4/5(44)

](https://www.g2.com/products/anomalo/reviews#reviews)

**Soda** [

4.4/5(55)

](https://www.g2.com/products/soda/reviews#reviews)

Pricing

**Anomalo**
Free Trial

**Contact Us** 10000 Tables Per Year · Custom

**Soda**
Free Trial

**$0.00** 3 Production Datasets Per Month · Free

**Pricing Insights**
from reviews

Time to Implement

**Anomalo**
1 monthFaster

Based on 5 responses

**Soda**
3 months

Based on 7 responses

Return on Investment

**Anomalo**
Not enough reviews yet

**Soda**
4 months

Based on 6 responses

Perceived Cost

**Anomalo**
Not enough reviews yet

**Soda**
$$$$$

Average Discount

**Anomalo**
Not enough reviews yet

**Soda**
10%

 ![Anomalo](https://images.g2crowd.com/uploads/product/hd_favicon/40db1259c5ed0bc7a1b41544f2917478/anomalo.svg "Anomalo")

 ![Soda](https://images.g2crowd.com/uploads/product/hd_favicon/e638e91488c4eb39ed2012d3148576e6/soda-data.svg "Soda")

G2 offers free advice on this comparison.

Chat with an expert

How do we contact you?

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Pros & Cons

**Anomalo**
Not enough data

**Soda**
[
Data Quality (2)
](https://www.g2.com/products/soda/reviews?filters%5Bsentiment_snippet%5D=1045350&qs=pros-and-cons#reviews)[
Customer Support (1)
](https://www.g2.com/products/soda/reviews?filters%5Bsentiment_snippet%5D=1045844&qs=pros-and-cons#reviews)[
Limited Functionality (2)
](https://www.g2.com/products/soda/reviews?filters%5Bsentiment_snippet%5D=1045534&qs=pros-and-cons#reviews)[
Access Control (1)
](https://www.g2.com/products/soda/reviews?filters%5Bsentiment_snippet%5D=1046397&qs=pros-and-cons#reviews)

Screenshots

**Anomalo**
 ![Anomalo screenshot](https://images.g2crowd.com/cdn-cgi/image/width=600,height=600,fit=scale-down,format=auto,onerror=redirect,/https://images.g2crowd.com/uploads/attachment/file/192910/Homepage-sample.png)

**Soda**
No screenshot available

Ratings

Meets Requirements

**Anomalo**

8.2

8.239

**Soda**

8.7

8.749

Ease of Use

**Anomalo**

8.5

8.539

**Soda**

8.5

8.550

Ease of Setup

**Anomalo**

9.0

9.017

**Soda**

8.4

8.429

Ease of Admin

**Anomalo**

7.8

7.817

**Soda**

8.6

8.622

Quality of Support

**Anomalo**

8.8

8.838

**Soda**

8.7

8.749

Has the product been a good partner in doing business?

**Anomalo**

8.7

8.717

**Soda**

8.9

8.922

Product Direction (% positive)

**Anomalo**

8.5

8.531

**Soda**

9.0

9.049

Features

Data Observability[Hide 15 FeaturesShow 15 Features](javascript:void(0);)

8.4

8

8.2

24

Functionality

Data quality monitoring

9.3(won by 0.1)

7

9.2

24

Automation

7.8

6

8.1(won by 0.3)

24

End to End visiblity

8.7

5

8.8(won by 0.1)

24

Real-time Analytics

Not enough data

8.0(won by default)

22

Management

Anomaly identification

9.0(won by 0.4)

8

8.6

24

Single pane view

8.0

5

8.3(won by 0.3)

20

Real-time alerts

8.6(tied score)

6

8.6(tied score)

23

Integrations

7.1

7

8.5(won by 1.4)

24

 (There is a greater than 0.5 difference between this product's rating and its competitors)

Data lineage

Not enough data

7.5(won by default)

21

Generative AI

AI Text Generation

Not enough data

6.1(won by default)

14

Agentic AI - Data Observability

Autonomous Task Execution

Not enough data

Not enough data

Multi-step Planning

Not enough data

Not enough data

Cross-system Integration

Not enough data

Not enough data

Natural Language Interaction

Not enough data

Not enough data

Proactive Assistance

Not enough data

Not enough data

Data Quality[Hide 49 FeaturesShow 49 Features](javascript:void(0);)

8.0

24

7.9

44

Functionality

Identification

8.8(won by 0.1)

16

8.7

42

Data Matching

7.8

10

7.9(won by 0.1)

43

Normalization

Feature Not Available

8.0(won by default)

41

Preventative Cleaning

6.9(won by default)

7

Feature Not Available

Correction

Feature Not Available

Feature Not Available

Real-Time Data

Not enough data

Not enough data

Management

Reporting

8.5(won by 0.8)

16

 (There is a greater than 0.5 difference between this product's rating and its competitors)

7.7

33

Quality Audits

8.5(tied score)

16

8.5(tied score)

42

Dashboard

8.5(won by 0.8)

17

 (There is a greater than 0.5 difference between this product's rating and its competitors)

7.7

42

Governance

7.4

12

8.2(won by 0.8)

38

 (There is a greater than 0.5 difference between this product's rating and its competitors)

Automation

7.9(won by default)

20

Feature Not Available

Generative AI

AI Text Generation

Not enough data

5.9(won by default)

25

AI Text Summarization

Not enough data

6.3(won by default)

25

Generative AI

Not enough data

Not enough data

Additional Functionality

Metadata Management

Not enough data

Not enough data

Collaboration Tools

Not enough data

Not enough data

Search/Filter

Not enough data

Not enough data

Workflow Management

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Data Synchronization

Not enough data

Not enough data

Data Import/Export

Not enough data

Not enough data

Customizable Rules

Not enough data

Not enough data

Master Data Management

Not enough data

Not enough data

Monitoring

Not enough data

Not enough data

Data Transformation

Not enough data

Not enough data

Multiple Data Sources

Not enough data

Not enough data

Self Service Portal

Not enough data

Not enough data

Customer Database

Not enough data

Not enough data

Data Verification

Not enough data

Not enough data

Data Migration

Not enough data

Not enough data

Multi-Language

Not enough data

Not enough data

Single Sign On

Not enough data

Not enough data

Duplicate Detection

Not enough data

Not enough data

Email Address Extraction

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Data Profiling

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Data Mapping

Not enough data

Not enough data

Address Validation

Not enough data

Not enough data

Match & Merge

Not enough data

Not enough data

Performance Metrics

Not enough data

Not enough data

Visual Analytics

Not enough data

Not enough data

Version Control

Not enough data

Not enough data

API

Not enough data

Not enough data

Data Capture and Transfer

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

Compliance Management

Not enough data

Not enough data

Data Discovery

Not enough data

Not enough data

Database Monitoring[Hide 63 FeaturesShow 63 Features](javascript:void(0);)

7.3

8

Not enough data

Functionality

Monitoring

8.1(won by default)

7

Not enough data

Alerting

7.9(won by default)

7

Not enough data

Logging

6.0(won by default)

5

Not enough data

Response Time

6.9(won by default)

6

Not enough data

Reporting

7.2(won by default)

6

Not enough data

Data Visualization

7.9(won by default)

7

Not enough data

Performance Monitoring

Not enough data

Not enough data

Real-Time Monitoring

Not enough data

Not enough data

Server Monitoring

Not enough data

Not enough data

Real-Time Reporting

Not enough data

Not enough data

Uptime Reporting

Not enough data

Not enough data

Transaction Monitoring

Not enough data

Not enough data

Real-Time Data

Not enough data

Not enough data

Agentic AI - Database Monitoring

Autonomous Task Execution

Not enough data

Not enough data

Multi-step Planning

Not enough data

Not enough data

Cross-system Integration

Not enough data

Not enough data

Adaptive Learning

Not enough data

Not enough data

Natural Language Interaction

Not enough data

Not enough data

Proactive Assistance

Not enough data

Not enough data

Decision Making

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Capacity Planning

Not enough data

Not enough data

Additional Functionality

Resource Management

Not enough data

Not enough data

Anomaly Detection

Not enough data

Not enough data

Visual Analytics

Not enough data

Not enough data

Remote Monitoring & Management

Not enough data

Not enough data

Secure Data Storage

Not enough data

Not enough data

Dashboard

Not enough data

Not enough data

Generative AI

Not enough data

Not enough data

Configuration Management

Not enough data

Not enough data

API

Not enough data

Not enough data

User Management

Not enough data

Not enough data

Capacity Management

Not enough data

Not enough data

Diagnostic Tools

Not enough data

Not enough data

Dependency Tracking

Not enough data

Not enough data

Troubleshooting

Not enough data

Not enough data

Reporting & Statistics

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Predictive Analytics

Not enough data

Not enough data

Audit Management

Not enough data

Not enough data

Real-Time Notifications

Not enough data

Not enough data

Application Management

Not enough data

Not enough data

Data Storage Management

Not enough data

Not enough data

Application-Level Analysis

Not enough data

Not enough data

Multitenancy

Not enough data

Not enough data

Query Analysis

Not enough data

Not enough data

Performance Management

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

Compliance Management

Not enough data

Not enough data

Historical Trend Analysis

Not enough data

Not enough data

Alerts/Notifications

Not enough data

Not enough data

Summary Reports

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Event Logs

Not enough data

Not enough data

Dashboard Creation

Not enough data

Not enough data

Automated Discovery

Not enough data

Not enough data

Prioritization

Not enough data

Not enough data

Issue Tracking

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Performance Metrics

Not enough data

Not enough data

Resource Optimization

Not enough data

Not enough data

Real-Time Analytics

Not enough data

Not enough data

Status Tracking

Not enough data

Not enough data

Show 1 feature category with incomplete data

Agentic Analytics[Hide 10 FeaturesShow 10 Features](javascript:void(0);)

Not enough data

Not enough data

Data Connectivity and Prep - Agentic Analytics

Data Source Connectivity

Not enough data

Not enough data

Automated Data Preparation

Not enough data

Not enough data

Autonomous Insight Generation - Agentic Analytics

Continuous Pattern Detection

Not enough data

Not enough data

Multi‑Step Reasoning

Not enough data

Not enough data

Predictive & Prescriptive Analytics

Not enough data

Not enough data

Interaction and Workflow - Agentic Analytics

Natural Language Query and Conversational Analytics

Not enough data

Not enough data

Action Triggering & Workflow Orchestration

Not enough data

Not enough data

Explainability & Audit Trails

Not enough data

Not enough data

AI Agent Management - Agentic Analytics

Agent Configuration & Goals

Not enough data

Not enough data

Continuous Learning & Feedback

Not enough data

Not enough data

User Insights

Reviewers' Company Size

[![Anomalo](https://images.g2crowd.com/uploads/product/hd_favicon/40db1259c5ed0bc7a1b41544f2917478/anomalo.svg "Anomalo")](https://www.g2.com/products/anomalo/reviews)

Anomalo

Small-Business(50 or fewer emp.)

2.3%

Mid-Market(51-1000 emp.)

48.8%

Enterprise(\> 1000 emp.)

48.8%

[![Soda](https://images.g2crowd.com/uploads/product/hd_favicon/e638e91488c4eb39ed2012d3148576e6/soda-data.svg "Soda")](https://www.g2.com/products/soda/reviews)

Soda

Small-Business(50 or fewer emp.)

16.4%

Mid-Market(51-1000 emp.)

43.6%

Enterprise(\> 1000 emp.)

40.0%

Small-Business

(50 or fewer emp.)

2.3%

16.4%

Mid-Market

(51-1000 emp.)

48.8%

43.6%

Enterprise

(\> 1000 emp.)

48.8%

40.0%

Reviewers' Industry

[![Anomalo](https://images.g2crowd.com/uploads/product/hd_favicon/40db1259c5ed0bc7a1b41544f2917478/anomalo.svg "Anomalo")](https://www.g2.com/products/anomalo/reviews)
Anomalo

Financial Services

20.9%

Computer Software

16.3%

Information Technology and Services

11.6%

Leisure, Travel & Tourism

7.0%

Internet

7.0%

Other

37.2%

[![Soda](https://images.g2crowd.com/uploads/product/hd_favicon/e638e91488c4eb39ed2012d3148576e6/soda-data.svg "Soda")](https://www.g2.com/products/soda/reviews)
Soda

Information Technology and Services

21.8%

Computer Software

18.2%

Consulting

16.4%

Financial Services

9.1%

Retail

3.6%

Other

30.9%

FAQs

## Anomalo vs Soda FAQs

Generated using AI

Last updated: August 16, 2026

### What is the difference between Anomalo vs Soda?

Anomalo and Soda both hold a 4.4/5 G2 rating, but Anomalo is favored for its automation and preventative cleaning, while Soda stands out for normalization features and flexibility.

| [Anomalo](https://www.g2.com/products/anomalo/reviews) | [Soda](https://www.g2.com/products/soda/reviews) |
| --- | --- |
| 4.4/5 (44 reviews) | 4.4/5 (55 reviews) |
| Enterprise | Mid-Market |
| 9.0 | 8.4 |
| 8.8 | 8.7 |
| Automation and preventative cleaning | Normalization features and flexibility |

### How do the pricing models of Anomalo and Soda compare?

Soda is rated higher for value, with a stronger Price/Cost satisfaction score than Anomalo.

- **Anomalo:** Reviewers highlight transparent pricing and high ROI, but some mention unclear costs for running validations on large data warehouses.
- **Soda:** Reviewers appreciate the free open-source core, easy integration, and the ability to start without a license, though advanced features require a commercial license.
- **Switching reasons:** Recent reviews cite Soda's open-source flexibility and lower entry cost as key reasons for adoption over other tools.

### What are the best alternatives to Anomalo and Soda?

The top 3 alternatives to Anomalo and Soda are Monte Carlo, Datadog, and Great Expectations.

| Product | G2 Rating (reviews) | Largest Segment | Pricing Insight | Top Reviewer-Cited Strength |
| --- | --- | --- | --- | --- |
| [Anomalo](https://www.g2.com/products/anomalo/reviews) | 4.4/5 (44) | Enterprise | Transparent pricing, high ROI | Automation and preventative cleaning |
| [Soda](https://www.g2.com/products/soda/reviews) | 4.4/5 (55) | Mid-Market | Free open-source core, commercial license for advanced features | Normalization features and flexibility |
| [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews) | 4.3/5 (536) | — | — | — |
| [Datadog](https://www.g2.com/products/datadog/reviews) | 4.4/5 (726) | Mid-Market | — | — |
| [Great Expectations](https://www.g2.com/products/great-expectations/reviews) | 4.5/5 (11) | — | — | — |

### Which Data Quality features should I prioritize when comparing Anomalo and Soda?

Buyers should prioritize automation, normalization, preventative cleaning, flexibility, and ease of setup when comparing Anomalo and Soda.

- **Automation:** Anomalo offers automation features not present in Soda.
- **Normalization:** Soda provides normalization features not available in Anomalo.
- **Preventative Cleaning:** Anomalo includes preventative cleaning, which Soda does not.
- **Flexibility:** Soda is frequently cited for its flexibility and customization (1 all-time mention each).
- **Ease of Setup:** Anomalo scores 9.0 and Soda 8.4 on Ease of Setup, indicating both are highly rated but Anomalo leads.

### What are the pros and cons of Anomalo vs Soda?

Anomalo's headline strength is automation and preventative cleaning, while Soda is recognized for flexibility and normalization features.

- **Anomalo strengths:** Automation, preventative cleaning, high ease of setup (9.0), and proactive anomaly detection.
- **Anomalo trade-offs:** Reviewers note a learning curve for advanced features and concerns about unclear validation costs on large data warehouses.
- **Soda strengths:** Flexibility, normalization features, open-source core, and ease of integration; cited for data quality (2 all-time mentions), customization (1), and ease of use (1).
- **Soda trade-offs:** Reviewers mention limited functionality (2 all-time mentions), access control issues (1), and that advanced features require a commercial license.

### Is Anomalo or Soda better for small businesses?

Soda is the better fit for small businesses, as its largest reviewer segment is Mid-Market and it is frequently praised for its open-source accessibility and ease of integration.

- **Anomalo:** Largest segment is Enterprise; reviewers highlight ease of setup and automation but note a learning curve for advanced features.
- **Soda:** Largest segment is Mid-Market; reviewers consistently cite ease of use, open-source flexibility, and fast integration as benefits for smaller teams.

### Which Data Quality platform has better integrations?

Soda is favored for integrations, with reviewers frequently citing its broad integration capabilities and Slack integration.

- **Anomalo:** Reviewers mention integrations with AWS Athena, Glue, Slack, and PagerDuty in recent reviews.
- **Soda:** Reviewers cite integrations with Slack (1 all-time mention), Snowflake, Jira, Airflow, Databricks, and S3, with frequent positive sentiment about integration breadth and ease.

### How do Anomalo and Soda compare on customer support?

Anomalo and Soda are rated nearly identically on Quality of Support, with Anomalo at 8.8 and Soda at 8.7, indicating parity.

- **Anomalo:** Reviewers consistently praise responsive and helpful support, with several citing outstanding customer service and direct communication with the product team.
- **Soda:** Reviewers highlight strong support, including quick responses via Slack and community channels, and positive experiences with the Soda product team.

### Which is easier to implement, Anomalo or Soda?

Anomalo is rated higher for Ease of Setup at 9.0 versus Soda's 8.4, indicating Anomalo is easier to implement.

- **Anomalo:** Reviewers describe setup as quick and straightforward, with many citing minimal configuration and rapid onboarding for both technical and non-technical users.
- **Soda:** Reviewers note easy integration with existing data pipelines and tools, but some mention a learning curve for less technical users and initial setup challenges with certain integrations.

### Which product has better Integrations?

Soda is favored for Integrations, with reviewers citing a broader range of integration options and frequent positive sentiment.

- **Anomalo:** Integrations with AWS Athena, Glue, Slack, and PagerDuty are mentioned in recent reviews; no all-time integration mention counts are available.
- **Soda:** Integrations with Slack (1 all-time mention), Snowflake, Jira, Airflow, Databricks, and S3 are frequently cited, with reviewers highlighting the ease and breadth of integration options.

Alternatives

**Anomalo Alternatives**

 ![Monte Carlo](https://images.g2crowd.com/uploads/product/hd_favicon/4ee77be496500644e055bc774924d023/monte-carlo.svg "Monte Carlo")

[
Monte Carlo
](/products/monte-carlo/reviews)

 ![Datadog](https://images.g2crowd.com/uploads/product/hd_favicon/1498834114/datadog.svg "Datadog")

[
Datadog
](/products/datadog/reviews)

 ![Dynatrace](https://images.g2crowd.com/uploads/product/hd_favicon/1512659484/dynatrace.svg "Dynatrace")

[
Dynatrace
](/products/dynatrace/reviews)

 ![Planhat](https://images.g2crowd.com/uploads/product/hd_favicon/419a7323b926f3ff16b400b2b7ca40c1/planhat%282%29.svg "Planhat")

[
Planhat
](/products/planhat/reviews)

**Soda Alternatives**

 ![Monte Carlo](https://images.g2crowd.com/uploads/product/hd_favicon/4ee77be496500644e055bc774924d023/monte-carlo.svg "Monte Carlo")

[
Monte Carlo
](/products/monte-carlo/reviews)

 ![Great Expectations](https://images.g2crowd.com/uploads/product/hd_favicon/321f1fcf10cf80906774d79401375343/great-expectations.svg "Great Expectations")

[
Great Expectations
](/products/great-expectations/reviews)

 ![dbt](https://images.g2crowd.com/uploads/product/hd_favicon/fb5962d21f726bb78733c336e00ac3ef/dbt.svg "dbt")

[
dbt
](/products/dbt/reviews)

 ![Demandbase One](https://images.g2crowd.com/uploads/product/hd_favicon/c774a027c587be17b366c706735319c9/demandbase-one.svg "Demandbase One")

[
Demandbase One
](/products/demandbase-one/reviews)

## Anomalo vs Soda

When assessing the two solutions, reviewers found them equally easy to use. However, Anomalo is easier to set up , while reviewers preferred administration and ease of doing business with Soda overall.

- Reviewers felt that Soda meets the needs of their business better than Anomalo.
- When comparing quality of ongoing product support, reviewers felt that Anomalo is the preferred option.
- For feature updates and roadmaps, our reviewers preferred the direction of Soda over Anomalo.