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# Google Cloud BigQuery vs Google Cloud Dataflow Comparison - What are their main differences?

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BigQueryGoogle Cloud Dataflow[+ Add Product](#)

Reviews

**Google Cloud BigQuery** [

4.5/5(1,223)

](https://www.g2.com/products/google-cloud-bigquery/reviews#reviews)

**Google Cloud Dataflow** [

4.2/5(44)

](https://www.g2.com/products/google-cloud-dataflow/reviews#reviews)

Pricing

**Google Cloud BigQuery**
Free Trial

**Free** · Free

**Google Cloud Dataflow**
No pricing available

**Pricing Insights**
from reviews

Time to Implement

**Google Cloud BigQuery**
2 months

Based on 7 responses

**Google Cloud Dataflow**
Not enough reviews yet

Return on Investment

**Google Cloud BigQuery**
11 months

Based on 5 responses

**Google Cloud Dataflow**
Not enough reviews yet

Perceived Cost

**Google Cloud BigQuery**
$$$$$

**Google Cloud Dataflow**
$$$$$

Average Discount

**Google Cloud BigQuery**
12%

**Google Cloud Dataflow**
Not enough reviews yet

Pros & Cons

**Google Cloud BigQuery**
[
Ease of Use (129)
](https://www.g2.com/products/google-cloud-bigquery/reviews?filters%5Bsentiment_snippet%5D=1145443&qs=pros-and-cons#reviews)[
Speed (126)
](https://www.g2.com/products/google-cloud-bigquery/reviews?filters%5Bsentiment_snippet%5D=1142578&qs=pros-and-cons#reviews)[
Expensive (112)
](https://www.g2.com/products/google-cloud-bigquery/reviews?filters%5Bsentiment_snippet%5D=1143964&qs=pros-and-cons#reviews)[
Query Issues (65)
](https://www.g2.com/products/google-cloud-bigquery/reviews?filters%5Bsentiment_snippet%5D=1144445&qs=pros-and-cons#reviews)

**Google Cloud Dataflow**
[
Analytics (1)
](https://www.g2.com/products/google-cloud-dataflow/reviews?filters%5Bsentiment_snippet%5D=1866910&qs=pros-and-cons#reviews)[
Ease of Use (1)
](https://www.g2.com/products/google-cloud-dataflow/reviews?filters%5Bsentiment_snippet%5D=1866521&qs=pros-and-cons#reviews)[
Cost Management (1)
](https://www.g2.com/products/google-cloud-dataflow/reviews?filters%5Bsentiment_snippet%5D=2034355&qs=pros-and-cons#reviews)[
Expensive (1)
](https://www.g2.com/products/google-cloud-dataflow/reviews?filters%5Bsentiment_snippet%5D=2034357&qs=pros-and-cons#reviews)

Integrations

**Google Cloud BigQuery**
[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_f972a2c87e06845d7e603ede176c7bc7/appsheet.png "Product Avatar Image")

AppSheet

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

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_13aba37ae908d9cf29a2452925257ccc/azure-databricks.jpeg "Product Avatar Image")

Azure Databricks

](https://www.g2.com/products/azure-databricks/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_072232548a7a15072969c18d6ea3e2f8/boomi-data-integration.jpg "Product Avatar Image")

Boomi Data Integration

](https://www.g2.com/products/boomi-data-integration/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_56db399f44b6fabb7c667f09bc770579/crowdstrike-falcon-endpoint-protection-platform.png "Product Avatar Image")

CrowdStrike Falcon Endpoint...

](https://www.g2.com/products/crowdstrike-falcon-endpoint-protection-platform/reviews)[
View all
](https://www.g2.com/products/google-cloud-bigquery/integrations)

**Google Cloud Dataflow**
Not enough data

Screenshots

**Google Cloud BigQuery**
 ![Google Cloud BigQuery 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/1235544/BigQuery-screenshot-Capterra.png)

**Google Cloud Dataflow**
No screenshot available

Ratings

Meets Requirements

**Google Cloud BigQuery**

8.8

8.8620

**Google Cloud Dataflow**

9.0

9.024

Ease of Use

**Google Cloud BigQuery**

8.7

8.7638

**Google Cloud Dataflow**

8.1

8.124

Ease of Setup

**Google Cloud BigQuery**

8.7

8.7410

**Google Cloud Dataflow**

7.9

7.97

Ease of Admin

**Google Cloud BigQuery**

8.5

8.5226

**Google Cloud Dataflow**

8.0

8.05

Quality of Support

**Google Cloud BigQuery**

8.3

8.3562

**Google Cloud Dataflow**

8.3

8.321

Has the product been a good partner in doing business?

**Google Cloud BigQuery**

8.6

8.6220

**Google Cloud Dataflow**

9.0

9.05

Product Direction (% positive)

**Google Cloud BigQuery**

9.3

9.3607

**Google Cloud Dataflow**

9.0

9.023

Features

Big Data Processing and Distribution[Hide 10 FeaturesShow 10 Features](javascript:void(0);)

8.7

204

8.2

15

Database

Real-Time Data Collection

8.7(won by 0.4)

162

8.3

11

Data Distribution

8.9(tied score)

160

8.9(tied score)

11

Data Lake

8.7(won by 0.2)

155

8.5

10

Integrations

Hadoop Integration

8.2(won by 1.3)

123

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

6.9

7

Spark Integration

8.4(won by 1.5)

120

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

6.9

8

Platform

Machine Scaling

8.7

137

8.8(won by 0.1)

11

Data Preparation

8.8(won by 0.2)

152

8.6

12

Spark Integration

8.4(won by 1.5)

120

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

6.9

8

Processing

Cloud Processing

9.2(won by 0.3)

155

8.9

12

Workload Processing

9.0

148

9.2(won by 0.2)

10

Event Stream Processing[Hide 5 FeaturesShow 5 Features](javascript:void(0);)

Not enough data

9.3

8

Data

Data Processing

Not enough data

9.8(won by default)

7

Data Sources

Not enough data

9.6(won by default)

8

Integration

Not enough data

9.3(won by default)

7

Real-Time Processing

Not enough data

9.6(won by default)

8

Analytics

Reporting & Analytics

Not enough data

8.3(won by default)

5

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

8.9

126

Not enough data

Management

Reporting

8.5(won by default)

110

Not enough data

Auditing

8.3(won by default)

108

Not enough data

Functionality

Extraction

8.9(won by default)

109

Not enough data

Transformation

9.0(won by default)

112

Not enough data

Loading

8.9(won by default)

113

Not enough data

Automation

8.8(won by default)

113

Not enough data

Scalability

9.3(won by default)

111

Not enough data

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 Warehouse[Hide 48 FeaturesShow 48 Features](javascript:void(0);)

8.6

268

Not enough data

Data Management

Data Integration

8.9(won by default)

214

|

Verified

Not enough data

Data Compression

8.2(won by default)

196

|

Verified

Not enough data

Data Quality

8.8(won by default)

204

|

Verified

Not enough data

Built-In Data Analytics

8.5(won by default)

207

|

Verified

Not enough data

In-Database Machine Learning

8.2(won by default)

190

|

Verified

Not enough data

Data Lake Analytics

8.6(won by default)

187

|

Verified

Not enough data

ETL - Extract Transfer Load

Not enough data

Not enough data

Data Capture and Transfer

Not enough data

Not enough data

Real-Time Analytics

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Integration

AI/ ML Integration

8.4(won by default)

191

|

Verified

Not enough data

BI Tool Integration

8.5(won by default)

204

|

Verified

Not enough data

Data lake Integration

8.5(won by default)

187

|

Verified

Not enough data

Deployment

On-Premise

7.6(won by default)

172

|

Verified

Not enough data

Cloud

9.1(won by default)

214

|

Verified

Not enough data

Performance 

Scalability

9.1(won by default)

225

|

Verified

Not enough data

Security

Data Governance

8.7(won by default)

194

|

Verified

Not enough data

Data Security

9.1(won by default)

201

|

Verified

Not enough data

Generative AI

AI Text Generation

7.5(won by default)

113

Not enough data

AI Text Summarization

7.6(won by default)

110

Not enough data

Generative AI

Not enough data

Not enough data

Additional Functionality

Parallel Processing

Not enough data

Not enough data

Ad hoc Analysis

Not enough data

Not enough data

Multiple Data Sources

Not enough data

Not enough data

API

Not enough data

Not enough data

In-Database Processing

Not enough data

Not enough data

Monitoring

Not enough data

Not enough data

Real-Time Reporting

Not enough data

Not enough data

Data Synchronization

Not enough data

Not enough data

Real-Time Monitoring

Not enough data

Not enough data

Data Connectors

Not enough data

Not enough data

Performance Metrics

Not enough data

Not enough data

Ad hoc Reporting

Not enough data

Not enough data

Alerts/Notifications

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

Drag & Drop

Not enough data

Not enough data

Data Visualization

Not enough data

Not enough data

Data Import/Export

Not enough data

Not enough data

Match & Merge

Not enough data

Not enough data

Data Transformation

Not enough data

Not enough data

Secure Data Storage

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Customizable Reports

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Data Migration

Not enough data

Not enough data

In-Memory Processing

Not enough data

Not enough data

Data Mapping

Not enough data

Not enough data

Columnar Databases[Hide 12 FeaturesShow 12 Features](javascript:void(0);)

8.7

76

Not enough data

Storage

Data Model

9.0(won by default)

64

Not enough data

Data Types

8.7(won by default)

64

Not enough data

Availability

Auto Sharding

8.3(won by default)

56

Not enough data

Auto Recovery

8.5(won by default)

60

Not enough data

Data Replication

8.5(won by default)

62

Not enough data

Performance

Integrated Cache

8.5(won by default)

59

Not enough data

Security

Role-Based Authorization

8.6(won by default)

65

Not enough data

Authentication

8.7(won by default)

63

Not enough data

Audit Logs

8.4(won by default)

64

Not enough data

Encryption

8.5(won by default)

59

Not enough data

Support

Multi-Model

8.6(won by default)

60

Not enough data

Operating Systems

8.8(won by default)

60

Not enough data

Data Clean Room[Hide 2 FeaturesShow 2 Features](javascript:void(0);)

8.9

24

Not enough data

Centralized computation

Centralized Computation

8.6(won by default)

18

Not enough data

Localized computation

Localized computation

8.1(won by default)

19

Not enough data

Predictive Analytics[Hide 42 FeaturesShow 42 Features](javascript:void(0);)

8.6

80

Not enough data

Statistical Tool

Scripting

8.6(won by default)

73

Not enough data

Data Mining

8.9(won by default)

73

Not enough data

Algorithms

8.8(won by default)

75

Not enough data

Data Analysis

Analysis

9.2(won by default)

74

Not enough data

Data Interaction

9.1(won by default)

74

Not enough data

Time Series Analysis

Not enough data

Not enough data

Trend Analysis

Not enough data

Not enough data

Decision Making

Modeling

8.8(won by default)

75

Not enough data

Data Visualizations

8.6(won by default)

72

Not enough data

Report Generation

8.7(won by default)

75

Not enough data

Data Unification

8.7(won by default)

72

Not enough data

Customizable Reports

Not enough data

Not enough data

Generative AI

AI Text Generation

7.4(won by default)

45

Not enough data

AI Text Summarization

7.6(won by default)

45

Not enough data

Generative AI

Not enough data

Not enough data

Additional Functionality

Demand Forecasting

Not enough data

Not enough data

AI/Machine Learning

Not enough data

Not enough data

Drag & Drop

Not enough data

Not enough data

For Healthcare

Not enough data

Not enough data

Forecasting

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Decision Support

Not enough data

Not enough data

Modeling & Simulation

Not enough data

Not enough data

Alerts/Notifications

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Multiple Data Sources

Not enough data

Not enough data

For Retail

Not enough data

Not enough data

For Education

Not enough data

Not enough data

Data Discovery

Not enough data

Not enough data

Graphical Workflow Editor

Not enough data

Not enough data

Performance Metrics

Not enough data

Not enough data

Business Rules Management

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Natural Language Processing

Not enough data

Not enough data

Data Transformation

Not enough data

Not enough data

Data Clustering

Not enough data

Not enough data

API

Not enough data

Not enough data

Data Blending

Not enough data

Not enough data

Data Classification

Not enough data

Not enough data

Workflow Management

Not enough data

Not enough data

Workflow Automation

Not enough data

Not enough data

Marketing Analytics[Hide 83 FeaturesShow 83 Features](javascript:void(0);)

8.9

70

Not enough data

Marketing Operations

ROI Tracking

8.8(won by default)

61

Not enough data

Data Collection

9.2(won by default)

60

Not enough data

Customer Insights

8.9(won by default)

60

Not enough data

Multi-User Access

9.3(won by default)

61

Not enough data

Spend Management

8.8(won by default)

59

Not enough data

White Label

8.4(won by default)

58

Not enough data

Multi-Channel Data Collection

Not enough data

Not enough data

Engagement Tracking

Not enough data

Not enough data

Keyword Tracking

Not enough data

Not enough data

Behavior Tracking

Not enough data

Not enough data

Campaign Tracking

Not enough data

Not enough data

Conversion Tracking

Not enough data

Not enough data

SEO Management

Not enough data

Not enough data

Tag Management

Not enough data

Not enough data

Real-Time Data

Not enough data

Not enough data

Activity Tracking

Not enough data

Not enough data

Click Tracking

Not enough data

Not enough data

Contact Management

Not enough data

Not enough data

Content Management

Not enough data

Not enough data

Lead Management

Not enough data

Not enough data

Email Management

Not enough data

Not enough data

Campaign Management

Not enough data

Not enough data

Channel Management

Not enough data

Not enough data

Template Management

Not enough data

Not enough data

Workflow Management

Not enough data

Not enough data

Campaign Activity

Campaign Insights

9.0(won by default)

63

Not enough data

Reports and Dashboards

9.4(won by default)

63

Not enough data

Campaign Stickiness

8.6(won by default)

60

Not enough data

Multichannel Tracking

9.2(won by default)

57

Not enough data

Brand Optimization

8.9(won by default)

58

Not enough data

Predictive Analytics

9.0(won by default)

60

Not enough data

Multi-Campaign

Not enough data

Not enough data

Campaign Analytics

Not enough data

Not enough data

Website Analytics

Not enough data

Not enough data

Conversion Rate Optimization

Not enough data

Not enough data

Drip Campaigns

Not enough data

Not enough data

Visual Analytics

Not enough data

Not enough data

Real-Time Analytics

Not enough data

Not enough data

Customizable Reports

Not enough data

Not enough data

Agentic AI - Marketing Analytics

Autonomous Task Execution

8.8(won by default)

11

Not enough data

Cross-system Integration

9.6(won by default)

12

Not enough data

Proactive Assistance

8.3(won by default)

11

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Social Media Integration

Not enough data

Not enough data

Additional Functionality

Event Marketing

Not enough data

Not enough data

Social Promotion

Not enough data

Not enough data

Multi-Channel Marketing

Not enough data

Not enough data

Generative AI

Not enough data

Not enough data

Data Import/Export

Not enough data

Not enough data

Lead Generation

Not enough data

Not enough data

Campaign Segmentation

Not enough data

Not enough data

Customizable Forms

Not enough data

Not enough data

Reporting & Statistics

Not enough data

Not enough data

Monitoring

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Customizable Templates

Not enough data

Not enough data

Email Templates

Not enough data

Not enough data

Web Forms

Not enough data

Not enough data

Lead Capture

Not enough data

Not enough data

Customizable Branding

Not enough data

Not enough data

Real-Time Reporting

Not enough data

Not enough data

Campaign Planning

Not enough data

Not enough data

A/B Testing

Not enough data

Not enough data

CRM

Not enough data

Not enough data

Customer Segmentation

Not enough data

Not enough data

Campaign Scheduling

Not enough data

Not enough data

Alerts/Notifications

Not enough data

Not enough data

Autoresponders

Not enough data

Not enough data

Drag & Drop

Not enough data

Not enough data

Event Triggered Actions

Not enough data

Not enough data

Email Marketing

Not enough data

Not enough data

API

Not enough data

Not enough data

Customizable Fields

Not enough data

Not enough data

Contact Database

Not enough data

Not enough data

Data Visualization

Not enough data

Not enough data

Ad hoc Reporting

Not enough data

Not enough data

Performance Metrics

Not enough data

Not enough data

Data Source Connectors

Not enough data

Not enough data

Search/Filter

Not enough data

Not enough data

Multi-Channel Attribution

Not enough data

Not enough data

Customer Journey Mapping

Not enough data

Not enough data

KPI Monitoring

Not enough data

Not enough data

Cohort Analysis

Not enough data

Not enough data

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

8.5

320

Not enough data

Data Transformation

Real-Time Analytics

8.8(won by default)

277

Not enough data

Data Querying

9.3(won by default)

286

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Predictive Analytics

Not enough data

Not enough data

Visual Analytics

Not enough data

Not enough data

Connectivity

Hadoop Integration

8.0(won by default)

243

Not enough data

Spark Integration

8.1(won by default)

242

Not enough data

Multi-Source Analysis

8.7(won by default)

271

Not enough data

Data Lake

8.7(won by default)

262

Not enough data

Real-Time Data

Not enough data

Not enough data

Data Capture and Transfer

Not enough data

Not enough data

Trend Analysis

Not enough data

Not enough data

What-if Analysis

Not enough data

Not enough data

Statistical Analysis

Not enough data

Not enough data

Data Blending

Not enough data

Not enough data

Ad hoc Analysis

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Operations

Data Visualization

8.4(won by default)

271

Not enough data

Data Workflow

8.6(won by default)

269

Not enough data

Governed Discovery

8.3(won by default)

247

Not enough data

Embedded Analytics

8.4(won by default)

254

Not enough data

Notebooks

8.5(won by default)

246

Not enough data

Data Discovery

Not enough data

Not enough data

Additional Functionality

Data Warehousing

Not enough data

Not enough data

Drag & Drop

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Data Connectors

Not enough data

Not enough data

Ad hoc Reporting

Not enough data

Not enough data

Customizable Reports

Not enough data

Not enough data

Alerts/Escalation

Not enough data

Not enough data

Templates

Not enough data

Not enough data

Forecasting

Not enough data

Not enough data

Data Migration

Not enough data

Not enough data

Data Transformation

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

API

Not enough data

Not enough data

Data Cleansing

Not enough data

Not enough data

Data Synchronization

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Dashboard Creation

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Data Security

Not enough data

Not enough data

SSL Security

Not enough data

Not enough data

Collaboration Tools

Not enough data

Not enough data

No-Code

Not enough data

Not enough data

High Volume Processing

Not enough data

Not enough data

Database Support

Not enough data

Not enough data

Search/Filter

Not enough data

Not enough data

Generative AI

Not enough data

Not enough data

Show 1 feature category with incomplete data

Big Data[Hide 17 FeaturesShow 17 Features](javascript:void(0);)

Not enough data

Not enough data

Building Reports

Data Transformation

Not enough data

Not enough data

Data Modeling

Not enough data

Not enough data

WYSIWYG Report Design

Not enough data

Not enough data

Integration APIs

Not enough data

Not enough data

Real-Time Data

Not enough data

Not enough data

Real-Time Data

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Platform

Mobile User Support

Not enough data

Not enough data

Customization 

Not enough data

Not enough data

User, Role, and Access Management

Not enough data

Not enough data

Internationalization

Not enough data

Not enough data

Sandbox / Test Environments

Not enough data

Not enough data

Performance and Reliability

Not enough data

Not enough data

Breadth of Partner Applications

Not enough data

Not enough data

Mobile Access

Not enough data

Not enough data

Metadata Management

Not enough data

Not enough data

User Insights

Reviewers' Company Size

[![Google Cloud BigQuery](https://images.g2crowd.com/uploads/product/hd_favicon/875b8a68eca98ce3458f26e9dd34cdf9/google-cloud-bigquery.svg "Google Cloud BigQuery")](https://www.g2.com/products/google-cloud-bigquery/reviews)

Google Cloud BigQuery

Small-Business(50 or fewer emp.)

27.5%

Mid-Market(51-1000 emp.)

34.0%

Enterprise(\> 1000 emp.)

38.5%

[![Google Cloud Dataflow](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_0c51d2c2e5f85fe45126eb818f748267/google-cloud-dataflow.png "Google Cloud Dataflow")](https://www.g2.com/products/google-cloud-dataflow/reviews)

Google Cloud Dataflow

Small-Business(50 or fewer emp.)

33.3%

Mid-Market(51-1000 emp.)

33.3%

Enterprise(\> 1000 emp.)

33.3%

Small-Business

(50 or fewer emp.)

27.5%

33.3%

Mid-Market

(51-1000 emp.)

34.0%

33.3%

Enterprise

(\> 1000 emp.)

38.5%

33.3%

Reviewers' Industry

[![Google Cloud BigQuery](https://images.g2crowd.com/uploads/product/hd_favicon/875b8a68eca98ce3458f26e9dd34cdf9/google-cloud-bigquery.svg "Google Cloud BigQuery")](https://www.g2.com/products/google-cloud-bigquery/reviews)
Google Cloud BigQuery

Information Technology and Services

15.0%

Computer Software

13.5%

Retail

7.1%

Financial Services

6.7%

Marketing and Advertising

5.2%

Other

52.4%

[![Google Cloud Dataflow](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_0c51d2c2e5f85fe45126eb818f748267/google-cloud-dataflow.png "Google Cloud Dataflow")](https://www.g2.com/products/google-cloud-dataflow/reviews)
Google Cloud Dataflow

Computer Software

11.9%

Internet

7.1%

Entertainment

7.1%

Higher Education

4.8%

Hospital & Health Care

4.8%

Other

64.3%

FAQs

## BigQuery vs Google Cloud Dataflow FAQs

Generated using AI

Last updated: August 14, 2026

### What is the difference between BigQuery vs Google Cloud Dataflow?

BigQuery is favored for its ease of use and speed in large-scale data analytics, while Google Cloud Dataflow is recognized for its managed data processing pipelines and flexibility with batch and streaming data.

| [BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) | [Google Cloud Dataflow](https://www.g2.com/products/google-cloud-dataflow/reviews) |
| --- | --- |
| 4.5/5 (1,224 reviews) | 4.2/5 (45 reviews) |
| Enterprise | Enterprise |
| 8.7 | 7.9 |
| 8.3 | 8.3 |
| Speed (126 all-time mentions) | Real-Time Processing (recent reviews) |

### How do the pricing models of BigQuery and Google Cloud Dataflow compare?

BigQuery is rated higher for price satisfaction than Google Cloud Dataflow, indicating reviewers consider BigQuery the stronger value.

- **BigQuery:** Reviewers frequently cite the pay-as-you-query model as offering good value, but note that costs can become unpredictable with unoptimized queries.
- **Google Cloud Dataflow:** Recent reviews highlight that Dataflow is costly compared to alternatives and that improper configuration can lead to high charges.
- **Switching reasons:** In recent reviews, cost management and predictability are cited as reasons for preferring BigQuery over Dataflow for analytics workloads.

### What are the best alternatives to BigQuery and Google Cloud Dataflow?

The top three alternatives to BigQuery and Google Cloud Dataflow are Databricks, Snowflake, and Apache Kafka.

| Product | G2 Rating (reviews) | Largest Segment | Pricing Insight | Top Reviewer-Cited Strength |
| --- | --- | --- | --- | --- |
| [BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) | 4.5/5 (1,224 reviews) | Enterprise | Pay-as-you-query model offers good value, but costs can be unpredictable | Speed (126 all-time mentions) |
| [Google Cloud Dataflow](https://www.g2.com/products/google-cloud-dataflow/reviews) | 4.2/5 (45 reviews) | Enterprise | Costly compared to alternatives, high charges if not configured properly | Real-Time Processing (recent reviews) |
| [Databricks](https://www.g2.com/products/databricks/reviews) | 4.6/5 (1,366 reviews) | Enterprise | — | Advanced analytics and data engineering capabilities (recent reviews) |
| [Snowflake](https://www.g2.com/products/snowflake/reviews) | 4.6/5 (763 reviews) | Mid-Market | — | Scalability and performance (recent reviews) |
| [Apache Kafka](https://www.g2.com/products/apache-kafka/reviews) | 4.5/5 (132 reviews) | Enterprise | — | Streaming data processing (recent reviews) |

### Which Data Warehouse features should I prioritize when comparing BigQuery and Google Cloud Dataflow?

Buyers should prioritize ease of use, speed, scalability, integrations, and cost management when comparing BigQuery and Google Cloud Dataflow.

- **Ease of Use:** BigQuery scores 8.7, Dataflow 8.1; BigQuery has 129 all-time mentions for ease of use.
- **Speed:** BigQuery has 126 all-time mentions for speed, while Dataflow is cited for real-time processing in recent reviews.
- **Scalability:** BigQuery has 99 all-time mentions for scalability; Dataflow is noted for horizontal scaling in recent reviews.
- **Integrations:** BigQuery has 110 all-time mentions for integrations, with specific tools like Looker (63), Tableau (32), and Snowflake (15).
- **Cost Management:** BigQuery is frequently cited for unpredictable costs (112 all-time mentions for "Expensive"), while Dataflow is noted as costly if not configured properly in recent reviews.

### What are the pros and cons of BigQuery vs Google Cloud Dataflow?

BigQuery's headline strength is speed and ease of use, while Google Cloud Dataflow's is real-time and batch data processing flexibility.

- **BigQuery strengths:** Speed (126 all-time mentions), ease of use (129), integrations (110), scalability (99), fast querying (105), and SQL usage (61).
- **BigQuery trade-offs:** Expensive (112 all-time mentions), unpredictable costs, complex UI for beginners, and query optimization challenges.
- **Google Cloud Dataflow strengths:** Real-time processing, batch and streaming support, managed infrastructure, and flexibility with Apache Beam (recent reviews).
- **Google Cloud Dataflow trade-offs:** Costly if not configured properly, learning curve for new users, limited documentation, and complexity in setup and monitoring (recent reviews).

### Is BigQuery or Google Cloud Dataflow better for small businesses?

BigQuery is a better fit for small businesses, as reviewers highlight its free tier and ease of use for smaller datasets.

- **BigQuery:** Largest segment is Enterprise, but recent reviews from small-business users praise the free tier and low-cost sandbox for learning and small-scale analytics.
- **Google Cloud Dataflow:** Largest segment is Enterprise, and recent reviews focus on large-scale data processing rather than small-business use cases.

### Which Data Warehouse platform has better integrations?

BigQuery is favored for integrations, with significantly more reviewer-cited integration mentions than Google Cloud Dataflow.

- **BigQuery:** Looker (63 all-time mentions), Tableau (32), and Snowflake (15) are the most frequently cited integrations.
- **Google Cloud Dataflow:** Integrations with Cloud Pub/Sub, Kafka, and BigQuery are mentioned in recent reviews, but without significant all-time mention counts.

### How do BigQuery and Google Cloud Dataflow compare on customer support?

BigQuery and Google Cloud Dataflow are rated equally on Quality of Support, both scoring 8.3, indicating parity in reviewer satisfaction.

- **BigQuery:** Reviewers describe support as prompt and effective, with positive experiences noted in recent reviews.
- **Google Cloud Dataflow:** Reviewers cite helpful support and good experiences, with several noting the support system is responsive and resourceful.

### Which is easier to implement, BigQuery or Google Cloud Dataflow?

BigQuery scores higher on Ease of Setup (8.7 vs. 7.9), making it easier to implement than Google Cloud Dataflow by the Delta Rule's materiality threshold.

- **BigQuery:** Reviewers consistently highlight easy initial setup, minimal infrastructure management, and a user-friendly interface for onboarding.
- **Google Cloud Dataflow:** Reviewers note that setup can be complex, especially for new users, with a steeper learning curve and configuration challenges.

### Which product has better Cloud?

BigQuery is favored for Cloud, with more reviewer-cited strengths and higher all-time mention counts for cloud-related features.

- **BigQuery:** 64 all-time mentions for Google integration, 61 for easy setup, and 61 for SQL usage; reviewers highlight its serverless, fully managed cloud architecture and integration with other Google Cloud tools.
- **Google Cloud Dataflow:** Reviewers cite managed infrastructure and cloud-native batch and streaming processing, but with fewer all-time mentions for cloud-specific features.

Alternatives

**Google Cloud BigQuery Alternatives**

 ![Snowflake](https://images.g2crowd.com/uploads/product/hd_favicon/1544409170/snowflake.svg "Snowflake")

[
Snowflake
](/products/snowflake/reviews)

 ![Databricks](https://images.g2crowd.com/uploads/product/hd_favicon/135d1c9e39e19ef56dc8d0bf90fce20f/databricks.svg "Databricks")

[
Databricks
](/products/databricks/reviews)

 ![Cloudera](https://images.g2crowd.com/uploads/product/hd_favicon/dcfb9e6879febb34cef773ddde921835/cloudera.svg "Cloudera")

[
Cloudera
](/products/cloudera/reviews)

 ![Amazon Redshift](https://images.g2crowd.com/uploads/product/hd_favicon/1528476479/amazon-redshift.svg "Amazon Redshift")

[
Amazon Redshift
](/products/amazon-redshift/reviews)

**Google Cloud Dataflow Alternatives**

 ![Databricks](https://images.g2crowd.com/uploads/product/hd_favicon/135d1c9e39e19ef56dc8d0bf90fce20f/databricks.svg "Databricks")

[
Databricks
](/products/databricks/reviews)

 ![Apache Kafka](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_809aa88d3571ee805a47d8fb156ba412/apache-kafka.jpg "Apache Kafka")

[
Apache Kafka
](/products/apache-kafka/reviews)

 ![Amazon Kinesis Data Streams](https://images.g2crowd.com/uploads/product/hd_favicon/5383be31b099738701f86724a8b5cf9a/aws-amazon-kinesis-data-streams.svg "Amazon Kinesis Data Streams")

[
Amazon Kinesis Data Streams
](/products/aws-amazon-kinesis-data-streams/reviews)

 ![Snowflake](https://images.g2crowd.com/uploads/product/hd_favicon/1544409170/snowflake.svg "Snowflake")

[
Snowflake
](/products/snowflake/reviews)