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# Great Expectations vs Integrate.io Comparison - What are their main differences?

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Great ExpectationsIntegrate.io[+ Add Product](#)

Reviews

**Great Expectations** [

4.5/5(11)

](https://www.g2.com/products/great-expectations/reviews#reviews)

**Integrate.io** [

4.4/5(213)

](https://www.g2.com/products/integrate-io/reviews#reviews)

Pricing

**Great Expectations**
No pricing available

**Integrate.io**
Free Trial

No pricing available

**Pricing Insights**
from reviews

Time to Implement

**Great Expectations**
Not enough reviews yet

**Integrate.io**
1 month

Based on 7 responses

Return on Investment

**Great Expectations**
Not enough reviews yet

**Integrate.io**
11 months

Based on 6 responses

Perceived Cost

**Great Expectations**
Not enough reviews yet

**Integrate.io**
$$$$$

Average Discount

**Great Expectations**
Not enough reviews yet

**Integrate.io**
15%

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

 ![Integrate.io](https://images.g2crowd.com/uploads/product/hd_favicon/71442c8116a91577750676266f859107/integrate-io.svg "Integrate.io")

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Pros & Cons

**Great Expectations**
Not enough data

**Integrate.io**
[
Ease of Use (11)
](https://www.g2.com/products/integrate-io/reviews?filters%5Bsentiment_snippet%5D=1225171&qs=pros-and-cons#reviews)[
Customer Support (8)
](https://www.g2.com/products/integrate-io/reviews?filters%5Bsentiment_snippet%5D=1225018&qs=pros-and-cons#reviews)[
Learning Difficulty (4)
](https://www.g2.com/products/integrate-io/reviews?filters%5Bsentiment_snippet%5D=1224289&qs=pros-and-cons#reviews)[
Poor Documentation (4)
](https://www.g2.com/products/integrate-io/reviews?filters%5Bsentiment_snippet%5D=1224175&qs=pros-and-cons#reviews)

Integrations

**Great Expectations**
Not enough data

**Integrate.io**
[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_7eeaad5871cef41f8e407f34fa031544/cafe24.png "Product Avatar Image")

cafe24

](https://www.g2.com/products/cafe24/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_74390118cdf58a60fb81adaaefdb6287/hubspot-marketing-hub.png "Product Avatar Image")

HubSpot Marketing Hub

](https://www.g2.com/products/hubspot-marketing-hub/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_b8b49f2b6f9cd484b0efa52a4abd8269/microsoft-microsoft-power-bi.png "Product Avatar Image")

Microsoft Power BI

](https://www.g2.com/products/microsoft-microsoft-power-bi/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_1c993a6e283a9bd6408ff2c4457aa165/agentforce-360-platform-formerly-salesforce-platform.png "Product Avatar Image")

Salesforce Platform

](https://www.g2.com/products/agentforce-360-platform-formerly-salesforce-platform/reviews)[
View all
](https://www.g2.com/products/integrate-io/integrations)

Screenshots

**Great Expectations**
No screenshot available

**Integrate.io**
 ![Integrate.io 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/66608/Screenshot-2024-02-08-at-12.51.40-PM.png)

Ratings

Meets Requirements

**Great Expectations**

9.2

9.211

**Integrate.io**

8.4

8.4185

Ease of Use

**Great Expectations**

9.1

9.19

**Integrate.io**

8.4

8.4186

Ease of Setup

**Great Expectations**

9.2

9.26

**Integrate.io**

8.7

8.7107

Ease of Admin

**Great Expectations**

8.3

8.36

**Integrate.io**

8.7

8.797

Quality of Support

**Great Expectations**

8.5

8.510

**Integrate.io**

9.3

9.3183

Has the product been a good partner in doing business?

**Great Expectations**

8.6

8.66

**Integrate.io**

9.2

9.296

Product Direction (% positive)

**Great Expectations**

10.0

10.010

**Integrate.io**

8.1

8.1180

Features

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

8.8

11

8.2

7

Functionality

Real-time Analytics

9.4(won by 1.1)

8

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

8.3

6

Data quality monitoring

8.8(won by 0.7)

11

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

8.1

6

Automation

8.8(won by 0.7)

11

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

8.1

7

End to End visiblity

8.9(won by 1.1)

9

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

7.8

6

Management

Anomaly identification

8.3

10

8.6(won by 0.3)

6

Single pane view

8.9(won by 0.6)

9

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

8.3

6

Real-time alerts

8.5(won by 0.7)

8

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

7.8

6

Data lineage

8.7(won by 0.4)

9

8.3

6

Integrations

8.6(tied score)

11

8.6(tied score)

6

Generative AI

AI Text Generation

Not enough data

Not enough data

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

ETL Tools[Hide 57 FeaturesShow 57 Features](javascript:void(0);)

Not enough data

8.5

72

Management

Reporting

Not enough data

7.9(won by default)

50

Auditing

Not enough data

7.8(won by default)

48

Functionality

Extraction

Not enough data

8.9(won by default)

65

Transformation

Not enough data

8.8(won by default)

67

Loading

Not enough data

8.9(won by default)

67

Automation

Not enough data

9.1(won by default)

66

Scalability

Not enough data

8.3(won by default)

61

Non-Relational Transformations

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Additional Functionality

Data Mapping

Not enough data

Not enough data

Monitoring

Not enough data

Not enough data

Charting

Not enough data

Not enough data

Integration Management

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Ad hoc Analysis

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

API

Not enough data

Not enough data

Match & Merge

Not enough data

Not enough data

Real-Time Monitoring

Not enough data

Not enough data

Metadata Management

Not enough data

Not enough data

Pipeline Management

Not enough data

Not enough data

Job Scheduling

Not enough data

Not enough data

Dashboard Creation

Not enough data

Not enough data

Data Storage Management

Not enough data

Not enough data

Multiple Data Sources

Not enough data

Not enough data

Data Import/Export

Not enough data

Not enough data

Generative AI

Not enough data

Not enough data

Data Quality Control

Not enough data

Not enough data

Data Connectors

Not enough data

Not enough data

Customizable Reports

Not enough data

Not enough data

Single Sign On

Not enough data

Not enough data

Version Control

Not enough data

Not enough data

Visual Analytics

Not enough data

Not enough data

Accounting Integration

Not enough data

Not enough data

Real-Time Data

Not enough data

Not enough data

eCommerce Management

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

CRM

Not enough data

Not enough data

Data Visualization

Not enough data

Not enough data

SSL Security

Not enough data

Not enough data

Search/Filter

Not enough data

Not enough data

Real-Time Analytics

Not enough data

Not enough data

Data Capture and Transfer

Not enough data

Not enough data

Collaboration Tools

Not enough data

Not enough data

Performance Management

Not enough data

Not enough data

Data Synchronization

Not enough data

Not enough data

Drag & Drop

Not enough data

Not enough data

Data Replication

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Database Support

Not enough data

Not enough data

Workflow Management

Not enough data

Not enough data

Alerts/Notifications

Not enough data

Not enough data

Predictive Analytics

Not enough data

Not enough data

Data Migration

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Reporting & Statistics

Not enough data

Not enough data

Data Analysis Tools

Not enough data

Not enough data

Data Replication[Hide 7 FeaturesShow 7 Features](javascript:void(0);)

Not enough data

8.9

27

Management

Real-Time Analytics

Not enough data

8.7(won by default)

22

Solution Integration

Not enough data

9.3(won by default)

23

Infrastructure Compatibility

Not enough data

8.9(won by default)

24

Monitoring

Not enough data

9.0(won by default)

21

Solution Provision

System Failover

Not enough data

8.9(won by default)

20

Pay by Usage

Not enough data

8.3(won by default)

20

Service Provision

Not enough data

9.3(won by default)

19

iPaaS[Hide 90 FeaturesShow 90 Features](javascript:void(0);)

Not enough data

8.8

7

Development 

Real-Time Integration

Not enough data

8.1(won by default)

7

API Designer

Not enough data

8.9(won by default)

6

|

Verified

Flow Designer

Not enough data

9.4(won by default)

6

|

Verified

Pre-Built Connectors

Not enough data

9.4(won by default)

6

|

Verified

Custom Connectors

Not enough data

7.8(won by default)

6

|

Verified

Reusable connectors

Not enough data

10.0(won by default)

5

Multi - tenant architecture

Not enough data

8.7(won by default)

5

Data Connectors

Not enough data

Not enough data

QuickBooks Integration

Not enough data

Not enough data

Active Directory Integration

Not enough data

Not enough data

Cloud Data Integration

Not enough data

Not enough data

ERP integration

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Social Media Integration

Not enough data

Not enough data

Accounting Integration

Not enough data

Not enough data

Website Integration

Not enough data

Not enough data

Management 

Monitoring & Notification

Not enough data

8.3(won by default)

6

|

Verified

Routing And Orchestration

Not enough data

8.3(won by default)

6

|

Verified

Data Mapping

Not enough data

9.5(won by default)

7

|

Verified

Data Transformation

Not enough data

8.9(won by default)

6

|

Verified

API Management

Not enough data

8.8(won by default)

7

Data Management

Not enough data

Not enough data

Document Management

Not enough data

Not enough data

Workflow Management

Not enough data

Not enough data

Application Management

Not enough data

Not enough data

Transaction Management

Not enough data

Not enough data

Metadata Management

Not enough data

Not enough data

Integrations Management

Not enough data

Not enough data

Data Storage Management

Not enough data

Not enough data

User Management

Not enough data

Not enough data

Payroll Management

Not enough data

Not enough data

Email Management

Not enough data

Not enough data

Integration Management

Not enough data

Not enough data

Help Desk Management

Not enough data

Not enough data

HR Management

Not enough data

Not enough data

eCommerce Management

Not enough data

Not enough data

Sales Management

Not enough data

Not enough data

Real-Time Monitoring

Not enough data

Not enough data

Real-Time Notifications

Not enough data

Not enough data

Security

Data Encryption

Not enough data

8.1(won by default)

6

|

Verified

Security Standards

Not enough data

9.2(won by default)

6

|

Verified

Communication Protocol

Not enough data

9.0(won by default)

5

|

Verified

SSL Security

Not enough data

Not enough data

Integration Options

Data Virtualization

Not enough data

7.3(won by default)

5

|

Verified

Managed File Transfers

Not enough data

9.0(won by default)

5

|

Verified

Big Data Processing

Not enough data

9.3(won by default)

5

|

Verified

EDI

Not enough data

9.7(won by default)

5

|

Verified

Real-Time Data

Not enough data

Not enough data

Data Capture and Transfer

Not enough data

Not enough data

Deployment 

Hybrid

Not enough data

7.7(won by default)

5

Cloud to Cloud

Not enough data

8.8(won by default)

7

Additional Functionality

Real-Time Updates

Not enough data

Not enough data

Search/Filter

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Data Warehouse

Not enough data

Not enough data

Data Import/Export

Not enough data

Not enough data

ETL

Not enough data

Not enough data

Generative AI

Not enough data

Not enough data

Data Visualization

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

Database Support

Not enough data

Not enough data

Alerts/Escalation

Not enough data

Not enough data

Event Logs

Not enough data

Not enough data

Dashboard

Not enough data

Not enough data

Data Synchronization

Not enough data

Not enough data

Monitoring

Not enough data

Not enough data

Widgets

Not enough data

Not enough data

Real-Time Reporting

Not enough data

Not enough data

API

Not enough data

Not enough data

Multiple Data Sources

Not enough data

Not enough data

Activity Tracking

Not enough data

Not enough data

Drag & Drop

Not enough data

Not enough data

Automated Scheduling

Not enough data

Not enough data

Configurable Workflow

Not enough data

Not enough data

Data Aggregation and Publishing

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Mobile Access

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Web Services

Not enough data

Not enough data

Real-Time Analytics

Not enough data

Not enough data

SMS Messaging

Not enough data

Not enough data

Point of Sale (POS)

Not enough data

Not enough data

CRM

Not enough data

Not enough data

Dashboard Creation

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Event Tracking

Not enough data

Not enough data

AI/Machine Learning

Not enough data

Not enough data

Data Quality Control

Not enough data

Not enough data

Accounting

Not enough data

Not enough data

Ad hoc Reporting

Not enough data

Not enough data

E-Commerce Data Integration[Hide 8 FeaturesShow 8 Features](javascript:void(0);)

Not enough data

8.3

21

Development 

Pre-built Connectors

Not enough data

8.9(won by default)

20

Custom Connectors

Not enough data

7.7(won by default)

18

Management 

Reporting and Analytics

Not enough data

8.4(won by default)

17

Data Mapping

Not enough data

8.8(won by default)

18

Integration Options

ERP Systems

Not enough data

8.3(won by default)

16

Accounting Systems

Not enough data

7.7(won by default)

13

CRM and Marketing Automation Systems

Not enough data

8.7(won by default)

18

EDI

Not enough data

7.9(won by default)

11

Reverse ETL[Hide 15 FeaturesShow 15 Features](javascript:void(0);)

Not enough data

8.0

11

Data Management 

Data Modeling

Not enough data

7.8(won by default)

10

Auditing

Not enough data

7.5(won by default)

8

Observability

Not enough data

7.8(won by default)

10

Data mapping

Not enough data

9.0(won by default)

10

Reporting

Not enough data

8.0(won by default)

9

Functionality

Debugging

Not enough data

6.8(won by default)

11

Workflow Automations

Not enough data

8.2(won by default)

11

Notifications

Not enough data

7.4(won by default)

11

API Integrations

Not enough data

7.6(won by default)

9

Programmed trigger of data sync

Not enough data

8.7(won by default)

9

Incremental data sync

Not enough data

8.0(won by default)

10

Data audit

Not enough data

8.1(won by default)

8

Security

Security Compliance

Not enough data

8.5(won by default)

9

Data Encryption

Not enough data

8.1(won by default)

9

Generative AI

AI Text Generation

Not enough data

Not enough data

Show 2 feature categories with incomplete data

Backup[Hide 11 FeaturesShow 11 Features](javascript:void(0);)

Not enough data

Not enough data

Management

Disaster Recovery

Not enough data

Not enough data

Remote Backup

Not enough data

Not enough data

Storage Formats

Not enough data

Not enough data

Scheduled Backups

Not enough data

Not enough data

On-Demand Restoration

Not enough data

Not enough data

Reporting

Activity Monitoring

Not enough data

Not enough data

Documentation

Not enough data

Not enough data

Alerts/Notifications

Not enough data

Not enough data

Security

Data Encryption

Not enough data

Not enough data

Security and Compliance

Not enough data

Not enough data

Deduplication 

Not enough data

Not enough data

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

Not enough data

Not enough data

Functionality

Identification

Not enough data

Not enough data

Correction

Not enough data

Not enough data

Normalization

Not enough data

Not enough data

Preventative Cleaning

Not enough data

Not enough data

Data Matching

Not enough data

Not enough data

Real-Time Data

Not enough data

Not enough data

Management

Reporting

Not enough data

Not enough data

Automation

Not enough data

Not enough data

Quality Audits

Not enough data

Not enough data

Dashboard

Not enough data

Not enough data

Governance

Not enough data

Not enough data

Generative AI

AI Text Generation

Not enough data

Not enough data

AI Text Summarization

Not enough data

Not enough data

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

User Insights

Reviewers' Company Size

[![Great Expectations](https://images.g2crowd.com/uploads/product/hd_favicon/321f1fcf10cf80906774d79401375343/great-expectations.svg "Great Expectations")](https://www.g2.com/products/great-expectations/reviews)

Great Expectations

Small-Business(50 or fewer emp.)

36.4%

Mid-Market(51-1000 emp.)

45.5%

Enterprise(\> 1000 emp.)

18.2%

[![Integrate.io](https://images.g2crowd.com/uploads/product/hd_favicon/71442c8116a91577750676266f859107/integrate-io.svg "Integrate.io")](https://www.g2.com/products/integrate-io/reviews)

Integrate.io

Small-Business(50 or fewer emp.)

31.8%

Mid-Market(51-1000 emp.)

51.2%

Enterprise(\> 1000 emp.)

17.1%

Small-Business

(50 or fewer emp.)

36.4%

31.8%

Mid-Market

(51-1000 emp.)

45.5%

51.2%

Enterprise

(\> 1000 emp.)

18.2%

17.1%

Reviewers' Industry

[![Great Expectations](https://images.g2crowd.com/uploads/product/hd_favicon/321f1fcf10cf80906774d79401375343/great-expectations.svg "Great Expectations")](https://www.g2.com/products/great-expectations/reviews)
Great Expectations

Accounting

36.4%

Information Technology and Services

18.2%

Telecommunications

9.1%

Security and Investigations

9.1%

Online Media

9.1%

Other

18.2%

[![Integrate.io](https://images.g2crowd.com/uploads/product/hd_favicon/71442c8116a91577750676266f859107/integrate-io.svg "Integrate.io")](https://www.g2.com/products/integrate-io/reviews)
Integrate.io

Information Technology and Services

16.7%

Computer Software

12.9%

Marketing and Advertising

7.7%

Internet

5.3%

Financial Services

3.8%

Other

53.6%

Alternatives

**Great Expectations Alternatives**

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

[
Soda
](/products/soda/reviews)

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

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

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

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

 ![GTM Studio - Powered by ZoomInfo](https://images.g2crowd.com/uploads/product/hd_favicon/8ada573c8501ec5365b452cfec53ba0d/gtm-studio-powered-by-zoominfo.svg "GTM Studio - Powered by ZoomInfo")

[
GTM Studio - Powered by ZoomInfo
](/products/gtm-studio-powered-by-zoominfo/reviews)

**Integrate.io Alternatives**

 ![Fivetran](https://images.g2crowd.com/uploads/product/hd_favicon/1526948884/fivetran.svg "Fivetran")

[
Fivetran
](/products/fivetran/reviews)

 ![Hevo Data](https://images.g2crowd.com/uploads/product/hd_favicon/1a4069c8ee36ae34c4c9c55aeea3a96d/hevo-data.svg "Hevo Data")

[
Hevo Data
](/products/hevo-data/reviews)

 ![Skyvia](https://images.g2crowd.com/uploads/product/hd_favicon/7bc8562efc7e11035b0b4b2f020e4fa8/skyvia.svg "Skyvia")

[
Skyvia
](/products/skyvia/reviews)

 ![Workato](https://images.g2crowd.com/uploads/product/hd_favicon/5e21242185438a3b63b0b3cc5eb921b0/workato.svg "Workato")

[
Workato
](/products/workato/reviews)

## Great Expectations vs Integrate.io

When assessing the two solutions, reviewers found Great Expectations easier to use and set up. However, Integrate.io is easier to administer. Reviewers also preferred doing business with Integrate.io overall.

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