# 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 | 1,224 | 
| **Largest Market Segment** | Enterprise (44.4% of reviews) | Enterprise (38.5% 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 (621 reviews) | 
  | **Ease of Use** | 8.4 (23 reviews) | 8.7 (639 reviews) | 
  | **Ease of Setup** | 8.3 (11 reviews) | 8.7 (411 reviews) | 
  | **Ease of Admin** | 8.3 (11 reviews) | 8.5 (226 reviews) | 
  | **Quality of Support** | 8.5 (23 reviews) | 8.3 (563 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.6 (11 reviews) | 8.6 (220 reviews) | 
  | **Product Direction (% positive)** | 9.0 (24 reviews) | 9.3 (607 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 | 126 |

#### Management

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Reporting** | Not enough data | 8.5 (110 reviews) | 
| **Auditing** | Not enough data | 8.3 (108 reviews) | 

#### Functionality

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Extraction** | Not enough data | 8.9 (109 reviews) | 
| **Transformation** | Not enough data | 9.0 (112 reviews) | 
| **Loading** | Not enough data | 8.9 (113 reviews) | 
| **Automation** | Not enough data | 8.8 (113 reviews) | 
| **Scalability** | Not enough data | 9.3 (111 reviews) | 
| **Non-Relational Transformations** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 

#### Additional Functionality

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

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Lake Analytics** | N/A | N/A |
| **Google Cloud BigQuery** | 8.6/10 | 269 |

#### Data Management

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Data Integration** | Not enough data | 8.9 (215 reviews) ✓ Verified | 
| **Data Compression** | Not enough data | 8.2 (196 reviews) ✓ Verified | 
| **Data Quality** | Not enough data | 8.8 (204 reviews) ✓ Verified | 
| **Built-In Data Analytics** | Not enough data | 8.5 (207 reviews) ✓ Verified | 
| **In-Database Machine Learning** | Not enough data | 8.2 (190 reviews) ✓ Verified | 
| **Data Lake Analytics** | Not enough data | 8.6 (187 reviews) ✓ Verified | 
| **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

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **AI/ ML Integration** | Not enough data | 8.4 (191 reviews) ✓ Verified | 
| **BI Tool Integration** | Not enough data | 8.5 (204 reviews) ✓ Verified | 
| **Data lake Integration** | Not enough data | 8.5 (187 reviews) ✓ Verified | 

#### Deployment

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **On-Premise** | Not enough data | 7.7 (173 reviews) ✓ Verified | 
| **Cloud** | Not enough data | 9.1 (215 reviews) ✓ Verified | 

#### Performance 

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Scalability** | Not enough data | 9.1 (226 reviews) ✓ Verified | 

#### Security

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Data Governance** | Not enough data | 8.8 (195 reviews) ✓ Verified | 
| **Data Security** | Not enough data | 9.1 (202 reviews) ✓ Verified | 

#### Generative AI

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **AI Text Generation** | Not enough data | 7.5 (113 reviews) | 
| **AI Text Summarization** | Not enough data | 7.6 (110 reviews) | 
| **Generative AI** | Not enough data | Not enough data | 

#### Additional Functionality

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

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Lake Analytics** | N/A | N/A |
| **Google Cloud BigQuery** | 8.7/10 | 76 |

#### Storage

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Data Model** | Not enough data | 9.0 (64 reviews) | 
| **Data Types** | Not enough data | 8.7 (64 reviews) | 

#### Availability

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Auto Sharding** | Not enough data | 8.3 (56 reviews) | 
| **Auto Recovery** | Not enough data | 8.5 (60 reviews) | 
| **Data Replication** | Not enough data | 8.5 (62 reviews) | 

#### Performance

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Integrated Cache** | Not enough data | 8.5 (59 reviews) | 

#### Security

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Role-Based Authorization** | Not enough data | 8.6 (65 reviews) | 
| **Authentication** | Not enough data | 8.7 (63 reviews) | 
| **Audit Logs** | Not enough data | 8.4 (64 reviews) | 
| **Encryption** | Not enough data | 8.5 (59 reviews) | 

#### Support

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Multi-Model** | Not enough data | 8.6 (60 reviews) | 
| **Operating Systems** | Not enough data | 8.8 (60 reviews) | 

### Data Clean Room

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Lake Analytics** | N/A | N/A |
| **Google Cloud BigQuery** | 8.9/10 | 24 |

#### Centralized computation

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Centralized Computation** | Not enough data | 8.6 (18 reviews) | 

#### Localized computation

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Localized computation** | Not enough data | 8.1 (19 reviews) | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Lake Analytics** | N/A | N/A |
| **Google Cloud BigQuery** | 8.6/10 | 80 |

#### Statistical Tool

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Scripting** | Not enough data | 8.6 (73 reviews) | 
| **Data Mining** | Not enough data | 8.9 (73 reviews) | 
| **Algorithms** | Not enough data | 8.8 (75 reviews) | 

#### Data Analysis

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Analysis** | Not enough data | 9.2 (74 reviews) | 
| **Data Interaction** | Not enough data | 9.1 (74 reviews) | 
| **Time Series Analysis** | Not enough data | Not enough data | 
| **Trend Analysis** | Not enough data | Not enough data | 

#### Decision Making

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Modeling** | Not enough data | 8.8 (75 reviews) | 
| **Data Visualizations** | Not enough data | 8.6 (72 reviews) | 
| **Report Generation** | Not enough data | 8.7 (75 reviews) | 
| **Data Unification** | Not enough data | 8.7 (72 reviews) | 
| **Customizable Reports** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **AI Text Generation** | Not enough data | 7.4 (45 reviews) | 
| **AI Text Summarization** | Not enough data | 7.6 (45 reviews) | 
| **Generative AI** | Not enough data | Not enough data | 

#### Additional Functionality

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

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Lake Analytics** | N/A | N/A |
| **Google Cloud BigQuery** | 8.9/10 | 70 |

#### Marketing Operations

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **ROI Tracking** | Not enough data | 8.8 (61 reviews) | 
| **Data Collection** | Not enough data | 9.2 (60 reviews) | 
| **Customer Insights** | Not enough data | 8.9 (60 reviews) | 
| **Multi-User Access** | Not enough data | 9.3 (61 reviews) | 
| **Spend Management** | Not enough data | 8.8 (59 reviews) | 
| **White Label** | Not enough data | 8.4 (58 reviews) | 
| **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

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Campaign Insights** | Not enough data | 9.0 (63 reviews) | 
| **Reports and Dashboards** | Not enough data | 9.4 (63 reviews) | 
| **Campaign Stickiness** | Not enough data | 8.6 (60 reviews) | 
| **Multichannel Tracking** | Not enough data | 9.2 (57 reviews) | 
| **Brand Optimization** | Not enough data | 8.9 (58 reviews) | 
| **Predictive Analytics** | Not enough data | 9.0 (60 reviews) | 
| **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

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 8.8 (11 reviews) | 
| **Cross-system Integration** | Not enough data | 9.6 (12 reviews) | 
| **Proactive Assistance** | Not enough data | 8.3 (11 reviews) | 
| **Third-Party Integrations** | Not enough data | Not enough data | 
| **Social Media Integration** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **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 Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Lake Analytics** | N/A | N/A |
| **Google Cloud BigQuery** | 8.7/10 | 204 |

#### Database

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Real-Time Data Collection** | Not enough data | 8.7 (162 reviews) | 
| **Data Distribution** | Not enough data | 8.9 (160 reviews) | 
| **Data Lake** | Not enough data | 8.7 (155 reviews) | 

#### Integrations

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Hadoop Integration** | Not enough data | 8.2 (123 reviews) | 
| **Spark Integration** | Not enough data | 8.4 (120 reviews) | 

#### Platform

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Machine Scaling** | Not enough data | 8.7 (137 reviews) | 
| **Data Preparation** | Not enough data | 8.8 (152 reviews) | 
| **Spark Integration** | Not enough data | 8.4 (120 reviews) | 

#### Processing

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Cloud Processing** | Not enough data | 9.2 (155 reviews) | 
| **Workload Processing** | Not enough data | 9.0 (148 reviews) | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Lake Analytics** | 8.5/10 | 29 |
| **Google Cloud BigQuery** | 8.5/10 | 320 |

#### Data Transformation

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Real-Time Analytics** | 8.1 (17 reviews) ✓ Verified | 8.8 (277 reviews) | 
| **Data Querying** | 8.8 (16 reviews) ✓ Verified | 9.3 (286 reviews) | 
| **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

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Hadoop Integration** | 8.4 (18 reviews) ✓ Verified | 8.0 (243 reviews) | 
| **Spark Integration** | 8.6 (17 reviews) ✓ Verified | 8.1 (242 reviews) | 
| **Multi-Source Analysis** | 7.9 (19 reviews) ✓ Verified | 8.7 (271 reviews) | 
| **Data Lake** | 9.0 (20 reviews) ✓ Verified | 8.7 (262 reviews) | 
| **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

| Feature | Azure Data Lake Analytics | Google Cloud BigQuery | 
|---|---|---|
| **Data Visualization** | 8.5 (19 reviews) ✓ Verified | 8.4 (271 reviews) | 
| **Data Workflow** | 8.5 (17 reviews) ✓ Verified | 8.6 (269 reviews) | 
| **Governed Discovery** | 8.1 (18 reviews) ✓ Verified | 8.3 (247 reviews) | 
| **Embedded Analytics** | 8.9 (16 reviews) ✓ Verified | 8.4 (254 reviews) | 
| **Notebooks** | 8.2 (15 reviews) ✓ Verified | 8.5 (246 reviews) | 
| **Data Discovery** | Not enough data | Not enough data | 

#### Additional Functionality

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

### 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 | 
| **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

| 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 | 
| **Mobile Access** | Not enough data | Not enough data | 
| **Metadata Management** | 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% | 38.5% | 

### 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:** 15.0%
- **Computer Software:** 13.6%
- **Retail:** 7.1%
- **Financial Services:** 6.7%
- **Marketing and Advertising:** 5.2%
- **Consulting:** 3.6%
- **Telecommunications:** 2.8%
- **Banking:** 2.6%
- **Computer & Network Security:** 2.3%
- **Hospital & Health Care:** 2.0%
- **Other:** 39.2%

---
## Alternatives

### Alternatives to Azure Data Lake Analytics

- [Splunk Enterprise](https://www.g2.com/products/splunk-enterprise/reviews) — 4.3/5 stars (434 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (763 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (1364 reviews)
- [MATLAB](https://www.g2.com/products/matlab/reviews) — 4.5/5 stars (772 reviews)
- [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (376 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (894 reviews)
- [Kyvos Semantic Layer](https://www.g2.com/products/kyvos-semantic-layer/reviews) — 4.8/5 stars (288 reviews)
- [Qubole](https://www.g2.com/products/qubole/reviews) — 4.0/5 stars (259 reviews)
- [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (224 reviews)
- [dbt](https://www.g2.com/products/dbt/reviews) — 4.7/5 stars (209 reviews)

### Alternatives to Google Cloud BigQuery

- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (763 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (1364 reviews)
- [Cloudera](https://www.g2.com/products/cloudera/reviews) — 4.1/5 stars (136 reviews)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (404 reviews)
- [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (376 reviews)
- [Rocket Vertica](https://www.g2.com/products/rocket-vertica/reviews) — 4.3/5 stars (216 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (894 reviews)
- [IBM Db2](https://www.g2.com/products/ibm-db2/reviews) — 4.1/5 stars (683 reviews)
- [Qubole](https://www.g2.com/products/qubole/reviews) — 4.0/5 stars (259 reviews)
- [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) — 4.4/5 stars (2287 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)