# Google Cloud BigQuery, Google Cloud Managed Service for Apache Spark vs Amazon EMR Comparison

| | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | Amazon EMR | 
|---|---|---|---|
| **Star Rating** | 4.5 out of 5 | 4.4 out of 5 | 4.2 out of 5 | 
| **Total Reviews** | 1,225 | 17 | 70 | 
| **Largest Market Segment** | Enterprise (38.4% of reviews) | Mid-Market (46.7% of reviews) | Enterprise (58.1% of reviews) | 
| **Entry Level Price** | Free | No pricing available | No pricing available | 

---
## Top Pros & Cons

### Google Cloud BigQuery

Pros:
- Ease of Use (127 reviews)
- Speed (124 reviews)

Cons:
- Expensive (111 reviews)
- Query Issues (64 reviews)

### Google Cloud Managed Service for Apache Spark

**Not enough data**

### Amazon EMR

Pros:
- Data Integration (1 reviews)
- Ease of Use (1 reviews)

Cons:
- Performance Issues (1 reviews)
- Poor Performance (1 reviews)

---
## Ratings Comparison
| Rating | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | Amazon EMR | 
|---|---|---|---|
  | **Meets Requirements** | 8.8 (623 reviews) | 8.7 (10 reviews) | 8.7 (55 reviews) | 
  | **Ease of Use** | 8.7 (640 reviews) | 9.0 (10 reviews) | 8.3 (54 reviews) | 
  | **Ease of Setup** | 8.7 (412 reviews) | Not enough data | 8.6 (27 reviews) | 
  | **Ease of Admin** | 8.5 (225 reviews) | Not enough data | 8.6 (22 reviews) | 
  | **Quality of Support** | 8.3 (565 reviews) | 8.8 (10 reviews) | 8.3 (53 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.6 (219 reviews) | Not enough data | 8.9 (22 reviews) | 
  | **Product Direction (% positive)** | 9.3 (608 reviews) | 8.8 (10 reviews) | 8.1 (48 reviews) | 

---
## Pricing

### 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

### Google Cloud Managed Service for Apache Spark

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

### Amazon EMR

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

---
## Features Comparison By Category

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **Google Cloud BigQuery** | 8.9/10 | 129 |
| **Google Cloud Managed Service for Apache Spark** | N/A | N/A |
| **Amazon EMR** | N/A | N/A |

#### Management

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | Amazon EMR | 
|---|---|---|---|
| **Reporting** | 8.5 (112 reviews) | Not enough data | Not enough data | 
| **Auditing** | 8.3 (110 reviews) | Not enough data | Not enough data | 

#### Functionality

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | Amazon EMR | 
|---|---|---|---|
| **Extraction** | 8.9 (111 reviews) | Not enough data | Not enough data | 
| **Transformation** | 9.0 (114 reviews) | Not enough data | Not enough data | 
| **Loading** | 8.9 (115 reviews) | Not enough data | Not enough data | 
| **Automation** | 8.8 (115 reviews) | Not enough data | Not enough data | 
| **Scalability** | 9.3 (113 reviews) | Not enough data | Not enough data | 

### Data Warehouse

| Product | Score | Reviews |
|---|---|---|
| **Google Cloud BigQuery** | 8.6/10 | 271 |
| **Google Cloud Managed Service for Apache Spark** | N/A | N/A |
| **Amazon EMR** | N/A | N/A |

#### Data Management

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

#### Integration

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | Amazon EMR | 
|---|---|---|---|
| **AI/ ML Integration** | 8.4 (193 reviews) ✓ Verified | Not enough data | Not enough data | 
| **BI Tool Integration** | 8.5 (206 reviews) ✓ Verified | Not enough data | Not enough data | 
| **Data lake Integration** | 8.5 (189 reviews) ✓ Verified | Not enough data | Not enough data | 

#### Deployment

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | Amazon EMR | 
|---|---|---|---|
| **On-Premise** | 7.7 (175 reviews) ✓ Verified | Not enough data | Not enough data | 
| **Cloud** | 9.1 (216 reviews) ✓ Verified | Not enough data | Not enough data | 

#### Performance 

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | Amazon EMR | 
|---|---|---|---|
| **Scalability** | 9.1 (228 reviews) ✓ Verified | Not enough data | Not enough data | 

#### Security

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | Amazon EMR | 
|---|---|---|---|
| **Data Governance** | 8.8 (197 reviews) ✓ Verified | Not enough data | Not enough data | 
| **Data Security** | 9.1 (204 reviews) ✓ Verified | Not enough data | Not enough data | 

#### Generative AI

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | Amazon EMR | 
|---|---|---|---|
| **AI Text Generation** | 7.5 (115 reviews) | Not enough data | Not enough data | 
| **AI Text Summarization** | 7.6 (112 reviews) | Not enough data | Not enough data | 

### Columnar Databases

| Product | Score | Reviews |
|---|---|---|
| **Google Cloud BigQuery** | 8.7/10 | 77 |
| **Google Cloud Managed Service for Apache Spark** | N/A | N/A |
| **Amazon EMR** | N/A | N/A |

#### Storage

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | Amazon EMR | 
|---|---|---|---|
| **Data Model** | 9.0 (65 reviews) | Not enough data | Not enough data | 
| **Data Types** | 8.7 (65 reviews) | Not enough data | Not enough data | 

#### Availability

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | Amazon EMR | 
|---|---|---|---|
| **Auto Sharding** | 8.3 (57 reviews) | Not enough data | Not enough data | 
| **Auto Recovery** | 8.5 (61 reviews) | Not enough data | Not enough data | 
| **Data Replication** | 8.5 (63 reviews) | Not enough data | Not enough data | 

#### Performance

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | Amazon EMR | 
|---|---|---|---|
| **Integrated Cache** | 8.5 (60 reviews) | Not enough data | Not enough data | 

#### Security

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | Amazon EMR | 
|---|---|---|---|
| **Role-Based Authorization** | 8.7 (66 reviews) | Not enough data | Not enough data | 
| **Authentication** | 8.7 (64 reviews) | Not enough data | Not enough data | 
| **Audit Logs** | 8.4 (65 reviews) | Not enough data | Not enough data | 
| **Encryption** | 8.6 (60 reviews) | Not enough data | Not enough data | 

#### Support

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | Amazon EMR | 
|---|---|---|---|
| **Multi-Model** | 8.6 (61 reviews) | Not enough data | Not enough data | 
| **Operating Systems** | 8.8 (61 reviews) | Not enough data | Not enough data | 

### Data Clean Room

| Product | Score | Reviews |
|---|---|---|
| **Google Cloud BigQuery** | 8.9/10 | 25 |
| **Google Cloud Managed Service for Apache Spark** | N/A | N/A |
| **Amazon EMR** | N/A | N/A |

#### Centralized computation

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | Amazon EMR | 
|---|---|---|---|
| **Centralized Computation** | 8.7 (19 reviews) | Not enough data | Not enough data | 

#### Localized computation

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | Amazon EMR | 
|---|---|---|---|
| **Localized computation** | 8.1 (20 reviews) | Not enough data | Not enough data | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **Google Cloud BigQuery** | 8.6/10 | 81 |
| **Google Cloud Managed Service for Apache Spark** | N/A | N/A |
| **Amazon EMR** | N/A | N/A |

#### Statistical Tool

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | Amazon EMR | 
|---|---|---|---|
| **Scripting** | 8.6 (74 reviews) | Not enough data | Not enough data | 
| **Data Mining** | 8.9 (74 reviews) | Not enough data | Not enough data | 
| **Algorithms** | 8.8 (76 reviews) | Not enough data | Not enough data | 

#### Data Analysis

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | Amazon EMR | 
|---|---|---|---|
| **Analysis** | 9.2 (75 reviews) | Not enough data | Not enough data | 
| **Data Interaction** | 9.0 (75 reviews) | Not enough data | Not enough data | 

#### Decision Making

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | Amazon EMR | 
|---|---|---|---|
| **Modeling** | 8.8 (76 reviews) | Not enough data | Not enough data | 
| **Data Visualizations** | 8.7 (73 reviews) | Not enough data | Not enough data | 
| **Report Generation** | 8.7 (76 reviews) | Not enough data | Not enough data | 
| **Data Unification** | 8.7 (73 reviews) | Not enough data | Not enough data | 

#### Generative AI

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | Amazon EMR | 
|---|---|---|---|
| **AI Text Generation** | 7.5 (46 reviews) | Not enough data | Not enough data | 
| **AI Text Summarization** | 7.6 (46 reviews) | Not enough data | Not enough data | 

### Marketing Analytics

| Product | Score | Reviews |
|---|---|---|
| **Google Cloud BigQuery** | 8.9/10 | 71 |
| **Google Cloud Managed Service for Apache Spark** | N/A | N/A |
| **Amazon EMR** | N/A | N/A |

#### Marketing Operations

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | Amazon EMR | 
|---|---|---|---|
| **ROI Tracking** | 8.8 (62 reviews) | Not enough data | Not enough data | 
| **Data Collection** | 9.2 (61 reviews) | Not enough data | Not enough data | 
| **Customer Insights** | 8.9 (61 reviews) | Not enough data | Not enough data | 
| **Multi-User Access** | 9.3 (62 reviews) | Not enough data | Not enough data | 
| **Spend Management** | 8.8 (60 reviews) | Not enough data | Not enough data | 
| **White Label** | 8.4 (59 reviews) | Not enough data | Not enough data | 

#### Campaign Activity

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | Amazon EMR | 
|---|---|---|---|
| **Campaign Insights** | 9.0 (64 reviews) | Not enough data | Not enough data | 
| **Reports and Dashboards** | 9.4 (64 reviews) | Not enough data | Not enough data | 
| **Campaign Stickiness** | 8.6 (61 reviews) | Not enough data | Not enough data | 
| **Multichannel Tracking** | 9.2 (58 reviews) | Not enough data | Not enough data | 
| **Brand Optimization** | 8.8 (59 reviews) | Not enough data | Not enough data | 
| **Predictive Analytics** | 9.0 (61 reviews) | Not enough data | Not enough data | 

#### Agentic AI - Marketing Analytics

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | Amazon EMR | 
|---|---|---|---|
| **Autonomous Task Execution** | 8.5 (12 reviews) | Not enough data | Not enough data | 
| **Cross-system Integration** | 9.5 (13 reviews) | Not enough data | Not enough data | 
| **Proactive Assistance** | 8.2 (12 reviews) | Not enough data | Not enough data | 

### Big Data Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **Google Cloud BigQuery** | 8.7/10 | 207 |
| **Google Cloud Managed Service for Apache Spark** | 8.7/10 | 9 |
| **Amazon EMR** | 8.8/10 | 43 |

#### Database

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | Amazon EMR | 
|---|---|---|---|
| **Real-Time Data Collection** | 8.7 (164 reviews) | 8.1 (8 reviews) | 8.2 (28 reviews) | 
| **Data Distribution** | 8.9 (162 reviews) | 8.8 (8 reviews) | 8.7 (34 reviews) | 
| **Data Lake** | 8.7 (157 reviews) | 8.1 (8 reviews) | 8.5 (9 reviews) | 

#### Integrations

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | Amazon EMR | 
|---|---|---|---|
| **Hadoop Integration** | 8.2 (125 reviews) | 9.0 (8 reviews) | 9.0 (34 reviews) | 
| **Spark Integration** | 8.4 (122 reviews) | 9.4 (8 reviews) | 9.0 (34 reviews) | 

#### Platform

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | Amazon EMR | 
|---|---|---|---|
| **Machine Scaling** | 8.8 (139 reviews) | 9.2 (8 reviews) | 8.7 (28 reviews) | 
| **Data Preparation** | 8.8 (154 reviews) | 7.9 (8 reviews) | 8.8 (34 reviews) | 
| **Spark Integration** | 8.4 (122 reviews) | 9.4 (8 reviews) | 9.0 (34 reviews) | 

#### Processing

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | Amazon EMR | 
|---|---|---|---|
| **Cloud Processing** | 9.2 (157 reviews) | 9.0 (8 reviews) | 9.1 (33 reviews) | 
| **Workload Processing** | 9.0 (150 reviews) | 8.3 (8 reviews) | 8.7 (33 reviews) | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Google Cloud BigQuery** | 8.5/10 | 322 |
| **Google Cloud Managed Service for Apache Spark** | N/A | N/A |
| **Amazon EMR** | N/A | N/A |

#### Data Transformation

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | Amazon EMR | 
|---|---|---|---|
| **Real-Time Analytics** | 8.8 (278 reviews) | Not enough data | Not enough data | 
| **Data Querying** | 9.3 (287 reviews) | Not enough data | Not enough data | 

#### Connectivity

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | Amazon EMR | 
|---|---|---|---|
| **Hadoop Integration** | 8.0 (244 reviews) | Not enough data | Not enough data | 
| **Spark Integration** | 8.1 (243 reviews) | Not enough data | Not enough data | 
| **Multi-Source Analysis** | 8.7 (272 reviews) | Not enough data | Not enough data | 
| **Data Lake** | 8.7 (263 reviews) | Not enough data | Not enough data | 

#### Operations

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | Amazon EMR | 
|---|---|---|---|
| **Data Visualization** | 8.4 (272 reviews) | Not enough data | Not enough data | 
| **Data Workflow** | 8.6 (270 reviews) | Not enough data | Not enough data | 
| **Governed Discovery** | 8.3 (248 reviews) | Not enough data | Not enough data | 
| **Embedded Analytics** | 8.4 (255 reviews) | Not enough data | Not enough data | 
| **Notebooks** | 8.5 (247 reviews) | Not enough data | Not enough data | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Google Cloud BigQuery** | N/A | N/A |
| **Google Cloud Managed Service for Apache Spark** | N/A | N/A |
| **Amazon EMR** | N/A | N/A |

#### Building Reports

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | Amazon EMR | 
|---|---|---|---|
| **Data Transformation** | Not enough data | Not enough data | Not enough data | 
| **Data Modeling** | Not enough data | Not enough data | Not enough data | 
| **WYSIWYG Report Design** | Not enough data | Not enough data | Not enough data | 
| **Integration APIs** | Not enough data | Not enough data | Not enough data | 

#### Platform

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | Amazon EMR | 
|---|---|---|---|
| **Mobile User Support** | Not enough data | Not enough data | Not enough data | 
| **Customization ** | Not enough data | Not enough data | Not enough data | 
| **User, Role, and Access Management** | Not enough data | Not enough data | Not enough data | 
| **Internationalization** | Not enough data | Not enough data | Not enough data | 
| **Sandbox / Test Environments** | Not enough data | Not enough data | Not enough data | 
| **Performance and Reliability** | Not enough data | Not enough data | Not enough data | 
| **Breadth of Partner Applications** | Not enough data | Not enough data | Not enough data | 

---
## Categories
**Shared Categories (1):** [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution)

**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 Analytics Software](https://www.g2.com/categories/big-data-analytics), [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)

**Unique to Google Cloud Managed Service for Apache Spark (1):** [ETL Tools](https://www.g2.com/categories/etl-tools)



---
## Reviewer Demographics

### By Company Size

| Segment | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | Amazon EMR | 
|---|---|---|---|
| **Small-Business** | 27.5% | 20.0% | 21.0% | 
| **Mid-Market** | 34.0% | 46.7% | 21.0% | 
| **Enterprise** | 38.4% | 33.3% | 58.1% | 

### By Industry

#### Google Cloud BigQuery

- **Information Technology and Services:** 15.1%
- **Computer Software:** 13.7%
- **Retail:** 7.1%
- **Financial Services:** 6.7%
- **Marketing and Advertising:** 5.2%
- **Consulting:** 3.5%
- **Telecommunications:** 2.8%
- **Banking:** 2.6%
- **Computer & Network Security:** 2.2%
- **Hospital & Health Care:** 2.0%
- **Other:** 39.1%

#### Google Cloud Managed Service for Apache Spark

- **Information Technology and Services:** 26.7%
- **Retail:** 13.3%
- **Marketing and Advertising:** 6.7%
- **Hospital & Health Care:** 6.7%
- **Higher Education:** 6.7%
- **Consumer Electronics:** 6.7%
- **Computer Software:** 6.7%
- **Broadcast Media:** 6.7%
- **Apparel & Fashion:** 6.7%
- **Alternative Medicine:** 6.7%
- **Other:** 6.7%

#### Amazon EMR

- **Financial Services:** 23.0%
- **Computer Software:** 21.3%
- **Information Technology and Services:** 14.8%
- **Retail:** 4.9%
- **Biotechnology:** 3.3%
- **Health, Wellness and Fitness:** 3.3%
- **Accounting:** 1.6%
- **Broadcast Media:** 1.6%
- **Computer & Network Security:** 1.6%
- **Computer Games:** 1.6%
- **Other:** 23.0%

---
## Alternatives

### Alternatives to Google Cloud BigQuery

- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (754 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (804 reviews)
- [Cloudera Platform](https://www.g2.com/products/cloudera-platform/reviews) — 4.1/5 stars (136 reviews)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (402 reviews)
- [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (375 reviews)
- [OpenText Vertica](https://www.g2.com/products/opentext-vertica/reviews) — 4.3/5 stars (216 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (817 reviews)
- [IBM Db2](https://www.g2.com/products/ibm-db2/reviews) — 4.1/5 stars (682 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 (2284 reviews)

### Alternatives to Google Cloud Managed Service for Apache Spark

- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (804 reviews)
- [Cloudera Platform](https://www.g2.com/products/cloudera-platform/reviews) — 4.1/5 stars (136 reviews)
- [Azure Data Factory](https://www.g2.com/products/azure-data-factory/reviews) — 4.6/5 stars (100 reviews)
- [Azure Data Lake Store](https://www.g2.com/products/azure-data-lake-store/reviews) — 4.5/5 stars (40 reviews)
- [Apache NiFi](https://www.g2.com/products/apache-nifi/reviews) — 4.2/5 stars (26 reviews)
- [Azure HDInsight](https://www.g2.com/products/azure-hdinsight/reviews) — 3.9/5 stars (17 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (754 reviews)
- [Hadoop HDFS](https://www.g2.com/products/hadoop-hdfs/reviews) — 4.4/5 stars (141 reviews)
- [Qubole](https://www.g2.com/products/qubole/reviews) — 4.0/5 stars (259 reviews)
- [Fivetran](https://www.g2.com/products/fivetran/reviews) — 4.3/5 stars (796 reviews)

### Alternatives to Amazon EMR

- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (804 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (754 reviews)
- [Qubole](https://www.g2.com/products/qubole/reviews) — 4.0/5 stars (259 reviews)
- [Azure HDInsight](https://www.g2.com/products/azure-hdinsight/reviews) — 3.9/5 stars (17 reviews)
- [Cloudera Platform](https://www.g2.com/products/cloudera-platform/reviews) — 4.1/5 stars (136 reviews)
- [Google Cloud Dataflow](https://www.g2.com/products/google-cloud-dataflow/reviews) — 4.2/5 stars (45 reviews)
- [Apache Beam](https://www.g2.com/products/apache-beam/reviews) — 4.1/5 stars (16 reviews)
- [Oracle Big Data Cloud Service](https://www.g2.com/products/oracle-big-data-cloud-service/reviews) — 4.0/5 stars (14 reviews)
- [Azure Data Lake Store](https://www.g2.com/products/azure-data-lake-store/reviews) — 4.5/5 stars (40 reviews)
- [Apache Spark for Azure HDInsight](https://www.g2.com/products/apache-spark-for-azure-hdinsight/reviews) — 4.1/5 stars (13 reviews)

---
## Top Discussions

### 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?"

### Google Cloud Managed Service for Apache Spark

No discussions available for this product.

### Amazon EMR

No discussions available for this product.

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/google-cloud-bigquery-vs-google-cloud-managed-service-for-apache-spark-vs-amazon-emr)