# Azure Data Lake Analytics vs Google Cloud BigQuery Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Google Cloud BigQuery excels in scalability and performance, allowing users to manage millions of data points without compromising query speed. Users appreciate its AI enhancements, which make data management feel seamless and efficient.
- **Users say** Azure Data Lake Analytics offers a fast and scalable solution for data processing, particularly praising its ability to handle massive parallel data transformations. This flexibility is beneficial for teams that require support for multiple processing languages like U-SQL, R, and Python.
- **Reviewers mention** that Google Cloud BigQuery's integration capabilities are a standout feature, as it connects effortlessly with various services, both on-premises and cloud-based. This versatility is highlighted by users who utilize it for data ingestion and dashboard integration with tools like Tines and Looker Studio.
- **According to verified reviews** , Azure Data Lake Analytics is noted for its simplicity and user-friendly interface, making it an attractive option for teams already embedded in the Microsoft ecosystem. Users appreciate how easy it is to navigate and utilize within their existing workflows.
- **G2 reviewers highlight** that while Google Cloud BigQuery has a higher overall satisfaction score, Azure Data Lake Analytics still maintains a solid reputation for quality support, with users noting its responsiveness and helpfulness in addressing issues.
- **Users report** that Google Cloud BigQuery's ease of setup and administration is a significant advantage, with many finding the onboarding process intuitive and straightforward, which contrasts with some challenges users face when configuring Azure Data Lake Analytics for their specific needs.



| | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Star Rating** | 4.2 out of 5 | 4.5 out of 5 | 
| **Total Reviews** | 37 | 1,226 | 
| **Largest Market Segment** | Enterprise (44.4% of reviews) | Enterprise (38.4% of reviews) | 
| **Entry Level Price** | No pricing available | Free | 

---
## Top Pros & Cons

### Azure Data Lake Analytics

**Not enough data**

### Google Cloud BigQuery

Pros:
- Ease of Use (129 reviews)
- Speed (126 reviews)

Cons:
- Expensive (112 reviews)
- Query Issues (65 reviews)

---
## Ratings Comparison
| Rating | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
  | **Meets Requirements** | 8.6 (23 reviews) | 8.8 (623 reviews) | 
  | **Ease of Use** | 8.4 (23 reviews) | 8.7 (641 reviews) | 
  | **Ease of Setup** | 8.3 (11 reviews) | 8.7 (413 reviews) | 
  | **Ease of Admin** | 8.3 (11 reviews) | 8.5 (225 reviews) | 
  | **Quality of Support** | 8.5 (23 reviews) | 8.3 (565 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.6 (11 reviews) | 8.6 (219 reviews) | 
  | **Product Direction (% positive)** | 9.0 (24 reviews) | 9.3 (609 reviews) | 

---
## Pricing

### Azure Data Lake Analytics

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

### Google Cloud BigQuery

#### Entry-Level Pricing

Plan: Free

Price: Free

Description: New customers get $300 in free Google Cloud credits to spend on BigQuery with free trial sign-up. 

Key Features:
- 10 GB storage
- Up to 1 TB queries per month

[Browse all 5 editions](https://www.g2.com/products/google-cloud-bigquery/pricing)

#### Free Trial

Yes

---
## Features Comparison By Category

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Lake Analytics** | N/A | N/A |
| **Google Cloud BigQuery** | 8.9/10 | 129 |

#### Management

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Reporting** | Not enough data | 8.5 (112 reviews) | 
| **Auditing** | Not enough data | 8.3 (110 reviews) | 

#### Functionality

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Extraction** | Not enough data | 8.9 (111 reviews) | 
| **Transformation** | Not enough data | 9.0 (114 reviews) | 
| **Loading** | Not enough data | 8.9 (115 reviews) | 
| **Automation** | Not enough data | 8.8 (115 reviews) | 
| **Scalability** | Not enough data | 9.3 (113 reviews) | 

### Data Warehouse

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Lake Analytics** | N/A | N/A |
| **Google Cloud BigQuery** | 8.6/10 | 272 |

#### Data Management

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Data Integration** | Not enough data | 8.9 (217 reviews) ✓ Verified | 
| **Data Compression** | Not enough data | 8.2 (198 reviews) ✓ Verified | 
| **Data Quality** | Not enough data | 8.8 (206 reviews) ✓ Verified | 
| **Built-In Data Analytics** | Not enough data | 8.5 (209 reviews) ✓ Verified | 
| **In-Database Machine Learning** | Not enough data | 8.2 (192 reviews) ✓ Verified | 
| **Data Lake Analytics** | Not enough data | 8.6 (189 reviews) ✓ Verified | 

#### Integration

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **AI/ ML Integration** | Not enough data | 8.4 (193 reviews) ✓ Verified | 
| **BI Tool Integration** | Not enough data | 8.5 (206 reviews) ✓ Verified | 
| **Data lake Integration** | Not enough data | 8.5 (189 reviews) ✓ Verified | 

#### Deployment

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **On-Premise** | Not enough data | 7.7 (175 reviews) ✓ Verified | 
| **Cloud** | Not enough data | 9.1 (217 reviews) ✓ Verified | 

#### Performance 

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Scalability** | Not enough data | 9.1 (228 reviews) ✓ Verified | 

#### Security

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Data Governance** | Not enough data | 8.8 (197 reviews) ✓ Verified | 
| **Data Security** | Not enough data | 9.1 (204 reviews) ✓ Verified | 

#### Generative AI

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **AI Text Generation** | Not enough data | 7.5 (115 reviews) | 
| **AI Text Summarization** | Not enough data | 7.6 (112 reviews) | 

### Columnar Databases

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Lake Analytics** | N/A | N/A |
| **Google Cloud BigQuery** | 8.7/10 | 77 |

#### Storage

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Data Model** | Not enough data | 9.0 (65 reviews) | 
| **Data Types** | Not enough data | 8.7 (65 reviews) | 

#### Availability

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Auto Sharding** | Not enough data | 8.3 (57 reviews) | 
| **Auto Recovery** | Not enough data | 8.5 (61 reviews) | 
| **Data Replication** | Not enough data | 8.5 (63 reviews) | 

#### Performance

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Integrated Cache** | Not enough data | 8.5 (60 reviews) | 

#### Security

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Role-Based Authorization** | Not enough data | 8.7 (66 reviews) | 
| **Authentication** | Not enough data | 8.7 (64 reviews) | 
| **Audit Logs** | Not enough data | 8.4 (65 reviews) | 
| **Encryption** | Not enough data | 8.6 (60 reviews) | 

#### Support

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Multi-Model** | Not enough data | 8.6 (61 reviews) | 
| **Operating Systems** | Not enough data | 8.8 (61 reviews) | 

### Data Clean Room

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Lake Analytics** | N/A | N/A |
| **Google Cloud BigQuery** | 8.9/10 | 25 |

#### Centralized computation

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Centralized Computation** | Not enough data | 8.7 (19 reviews) | 

#### Localized computation

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Localized computation** | Not enough data | 8.1 (20 reviews) | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Lake Analytics** | N/A | N/A |
| **Google Cloud BigQuery** | 8.6/10 | 81 |

#### Statistical Tool

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Scripting** | Not enough data | 8.6 (74 reviews) | 
| **Data Mining** | Not enough data | 8.9 (74 reviews) | 
| **Algorithms** | Not enough data | 8.8 (76 reviews) | 

#### Data Analysis

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Analysis** | Not enough data | 9.2 (75 reviews) | 
| **Data Interaction** | Not enough data | 9.0 (75 reviews) | 

#### Decision Making

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Modeling** | Not enough data | 8.8 (76 reviews) | 
| **Data Visualizations** | Not enough data | 8.7 (73 reviews) | 
| **Report Generation** | Not enough data | 8.7 (76 reviews) | 
| **Data Unification** | Not enough data | 8.7 (73 reviews) | 

#### Generative AI

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **AI Text Generation** | Not enough data | 7.5 (46 reviews) | 
| **AI Text Summarization** | Not enough data | 7.6 (46 reviews) | 

### Marketing Analytics

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Lake Analytics** | N/A | N/A |
| **Google Cloud BigQuery** | 8.9/10 | 71 |

#### Marketing Operations

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **ROI Tracking** | Not enough data | 8.8 (62 reviews) | 
| **Data Collection** | Not enough data | 9.2 (61 reviews) | 
| **Customer Insights** | Not enough data | 8.9 (61 reviews) | 
| **Multi-User Access** | Not enough data | 9.3 (62 reviews) | 
| **Spend Management** | Not enough data | 8.8 (60 reviews) | 
| **White Label** | Not enough data | 8.4 (59 reviews) | 

#### Campaign Activity

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Campaign Insights** | Not enough data | 9.0 (64 reviews) | 
| **Reports and Dashboards** | Not enough data | 9.4 (64 reviews) | 
| **Campaign Stickiness** | Not enough data | 8.6 (61 reviews) | 
| **Multichannel Tracking** | Not enough data | 9.2 (58 reviews) | 
| **Brand Optimization** | Not enough data | 8.8 (59 reviews) | 
| **Predictive Analytics** | Not enough data | 9.0 (61 reviews) | 

#### Agentic AI - Marketing Analytics

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 8.5 (12 reviews) | 
| **Cross-system Integration** | Not enough data | 9.5 (13 reviews) | 
| **Proactive Assistance** | Not enough data | 8.2 (12 reviews) | 

### Big Data Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Lake Analytics** | N/A | N/A |
| **Google Cloud BigQuery** | 8.7/10 | 207 |

#### Database

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Real-Time Data Collection** | Not enough data | 8.7 (164 reviews) | 
| **Data Distribution** | Not enough data | 8.9 (162 reviews) | 
| **Data Lake** | Not enough data | 8.7 (157 reviews) | 

#### Integrations

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Hadoop Integration** | Not enough data | 8.2 (125 reviews) | 
| **Spark Integration** | Not enough data | 8.4 (122 reviews) | 

#### Platform

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Machine Scaling** | Not enough data | 8.8 (139 reviews) | 
| **Data Preparation** | Not enough data | 8.8 (154 reviews) | 
| **Spark Integration** | Not enough data | 8.4 (122 reviews) | 

#### Processing

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Cloud Processing** | Not enough data | 9.2 (157 reviews) | 
| **Workload Processing** | Not enough data | 9.0 (150 reviews) | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Lake Analytics** | 8.5/10 | 29 |
| **Google Cloud BigQuery** | 8.5/10 | 322 |

#### Data Transformation

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Real-Time Analytics** | 8.1 (17 reviews) ✓ Verified | 8.8 (278 reviews) | 
| **Data Querying** | 8.8 (16 reviews) ✓ Verified | 9.3 (287 reviews) | 

#### Connectivity

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Hadoop Integration** | 8.4 (18 reviews) ✓ Verified | 8.0 (244 reviews) | 
| **Spark Integration** | 8.6 (17 reviews) ✓ Verified | 8.1 (243 reviews) | 
| **Multi-Source Analysis** | 7.9 (19 reviews) ✓ Verified | 8.7 (272 reviews) | 
| **Data Lake** | 9.0 (20 reviews) ✓ Verified | 8.7 (263 reviews) | 

#### Operations

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Data Visualization** | 8.5 (19 reviews) ✓ Verified | 8.4 (272 reviews) | 
| **Data Workflow** | 8.5 (17 reviews) ✓ Verified | 8.6 (270 reviews) | 
| **Governed Discovery** | 8.1 (18 reviews) ✓ Verified | 8.3 (248 reviews) | 
| **Embedded Analytics** | 8.9 (16 reviews) ✓ Verified | 8.4 (255 reviews) | 
| **Notebooks** | 8.2 (15 reviews) ✓ Verified | 8.5 (247 reviews) | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Lake Analytics** | N/A | N/A |
| **Google Cloud BigQuery** | N/A | N/A |

#### Building Reports

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **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 | 

#### Platform

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **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 | 

---
## Categories
**Shared Categories (1):** [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics)


**Unique to Google Cloud BigQuery (8):** [Columnar Databases](https://www.g2.com/categories/columnar-databases), [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms), [ETL Tools](https://www.g2.com/categories/etl-tools), [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution), [Marketing Analytics Software](https://www.g2.com/categories/marketing-analytics), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [Data Warehouse Solutions](https://www.g2.com/categories/data-warehouse), [Data Clean Room Software](https://www.g2.com/categories/data-clean-room)


---
## Reviewer Demographics

### By Company Size

| Segment | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Small-Business** | 18.5% | 27.5% | 
| **Mid-Market** | 37.0% | 34.1% | 
| **Enterprise** | 44.4% | 38.4% | 

### By Industry

#### Azure Data Lake Analytics

- **Computer Software:** 14.8%
- **Consumer Goods:** 11.1%
- **Telecommunications:** 7.4%
- **Internet:** 7.4%
- **Information Technology and Services:** 7.4%
- **Consumer Services:** 7.4%
- **Accounting:** 3.7%
- **Airlines/Aviation:** 3.7%
- **Automotive:** 3.7%
- **Banking:** 3.7%
- **Other:** 29.6%

#### Google Cloud BigQuery

- **Information Technology and Services:** 15.1%
- **Computer Software:** 13.7%
- **Retail:** 7.1%
- **Financial Services:** 6.6%
- **Marketing and Advertising:** 5.2%
- **Consulting:** 3.5%
- **Telecommunications:** 2.8%
- **Banking:** 2.6%
- **Computer & Network Security:** 2.3%
- **Hospital & Health Care:** 2.0%
- **Other:** 39.1%

---
## Alternatives

### Alternatives to Azure Data Lake Analytics

- [Splunk Enterprise](https://www.g2.com/products/splunk-enterprise/reviews) — 4.3/5 stars (433 reviews)
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### Alternatives to Google Cloud BigQuery

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- [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) — 4.4/5 stars (2284 reviews)

---
## Top Discussions

### Azure Data Lake Analytics

No discussions available for this product.

### Google Cloud BigQuery

- Title: [Is Big Query free?](https://www.g2.com/discussions/is-big-query-free) — 3 comments, 1 upvote
  > **Top comment:** "my cloud software store "
- Title: [Is BigQuery part of Google Cloud Platform?](https://www.g2.com/discussions/is-bigquery-part-of-google-cloud-platform) — 2 comments, 2 upvotes
  > **Top comment:** "Yes, bigquery is part of google cloud platform."
- Title: [What is Google BigQuery based on?](https://www.g2.com/discussions/what-is-google-bigquery-based-on) — 1 comment
  > **Top comment:** "Dremel: The Execution Engine
Colossus: Distributed Storage
Borg: Compute
Jupiter: The Network
"
- Title: [What is Google BigQuery used for?](https://www.g2.com/discussions/what-is-google-bigquery-used-for) — 1 comment
  > **Top comment:** "BigQuery is a powerful tool for organizations that need to analyze large datasets quickly and effectively and can be used for a variety of purposes depending..."
- Title: [When we can integrate](https://www.g2.com/discussions/when-we-can-integrate) — 1 comment, 1 upvote
  > **Top comment:** "Hi Pankaj, what kind of integration do you want to make?"

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/azure-data-lake-analytics-vs-google-cloud-bigquery)