# Google Cloud BigQuery vs Google Cloud Managed Service for Apache Spark Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Google Cloud BigQuery excels in scalability and performance, allowing users to manage vast amounts of data without compromising query speed. One user highlighted its ability to handle "millions or tens of millions of data" efficiently, enhanced by AI features that streamline data warehousing.
- **Users say** that Google Cloud Dataproc offers effective cost management through features like idle cluster deletion, which helps save expenses when clusters are not in use. This flexibility is particularly beneficial for organizations looking to optimize their cloud spending.
- **Reviewers mention** that Google Cloud BigQuery's integration capabilities are a standout feature, seamlessly connecting with various services, both on-premises and cloud-based. This versatility makes it a preferred choice for users needing comprehensive data ingestion and integration solutions.
- **According to verified reviews** , Google Cloud Dataproc shines in its support for open-source technologies and its ability to manage clusters either serverlessly or manually. Users appreciate its autoscaling feature, which efficiently handles peak loads, making it suitable for dynamic workloads.
- **G2 reviewers highlight** that while Google Cloud BigQuery has a slightly lower ease of use rating, its overall user satisfaction remains high, with many praising its intuitive interface and quick implementation process. Users find it easy to get started and integrate into their existing workflows.
- **Users report** that Google Cloud Dataproc's strong support from the GCP team is a significant advantage, especially during critical issues. This level of support, combined with its Java API capabilities, makes it a reliable choice for developers looking for robust data processing solutions.



| | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | 
|---|---|---|
| **Star Rating** | 4.5 out of 5 | 4.4 out of 5 | 
| **Total Reviews** | 1,226 | 17 | 
| **Largest Market Segment** | Enterprise (38.4% of reviews) | Mid-Market (46.7% of reviews) | 
| **Entry Level Price** | Free | No pricing available | 

---
## Top Pros & Cons

### Google Cloud BigQuery

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

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

### Google Cloud Managed Service for Apache Spark

**Not enough data**

---
## Ratings Comparison
| Rating | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | 
|---|---|---|
  | **Meets Requirements** | 8.8 (625 reviews) | 8.7 (10 reviews) | 
  | **Ease of Use** | 8.7 (642 reviews) | 9.0 (10 reviews) | 
  | **Ease of Setup** | 8.7 (414 reviews) | Not enough data | 
  | **Ease of Admin** | 8.5 (225 reviews) | Not enough data | 
  | **Quality of Support** | 8.3 (567 reviews) | 8.8 (10 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.6 (219 reviews) | Not enough data | 
  | **Product Direction (% positive)** | 9.3 (610 reviews) | 8.8 (10 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

---
## 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 |

#### Management

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | 
|---|---|---|
| **Reporting** | 8.5 (114 reviews) | Not enough data | 
| **Auditing** | 8.3 (112 reviews) | Not enough data | 

#### Functionality

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | 
|---|---|---|
| **Extraction** | 8.9 (113 reviews) | Not enough data | 
| **Transformation** | 9.1 (116 reviews) | Not enough data | 
| **Loading** | 9.0 (117 reviews) | Not enough data | 
| **Automation** | 8.8 (117 reviews) | Not enough data | 
| **Scalability** | 9.3 (115 reviews) | 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 |

#### Data Management

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | 
|---|---|---|
| **Data Integration** | 8.9 (219 reviews) ✓ Verified | Not enough data | 
| **Data Compression** | 8.2 (200 reviews) ✓ Verified | Not enough data | 
| **Data Quality** | 8.8 (208 reviews) ✓ Verified | Not enough data | 
| **Built-In Data Analytics** | 8.5 (211 reviews) ✓ Verified | Not enough data | 
| **In-Database Machine Learning** | 8.2 (194 reviews) ✓ Verified | Not enough data | 
| **Data Lake Analytics** | 8.6 (191 reviews) ✓ Verified | Not enough data | 

#### Integration

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | 
|---|---|---|
| **AI/ ML Integration** | 8.5 (195 reviews) ✓ Verified | Not enough data | 
| **BI Tool Integration** | 8.5 (208 reviews) ✓ Verified | Not enough data | 
| **Data lake Integration** | 8.5 (191 reviews) ✓ Verified | Not enough data | 

#### Deployment

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | 
|---|---|---|
| **On-Premise** | 7.7 (177 reviews) ✓ Verified | Not enough data | 
| **Cloud** | 9.1 (218 reviews) ✓ Verified | Not enough data | 

#### Performance 

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | 
|---|---|---|
| **Scalability** | 9.1 (230 reviews) ✓ Verified | Not enough data | 

#### Security

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | 
|---|---|---|
| **Data Governance** | 8.8 (199 reviews) ✓ Verified | Not enough data | 
| **Data Security** | 9.1 (206 reviews) ✓ Verified | Not enough data | 

#### Generative AI

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | 
|---|---|---|
| **AI Text Generation** | 7.5 (117 reviews) | Not enough data | 
| **AI Text Summarization** | 7.6 (114 reviews) | 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 |

#### Storage

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | 
|---|---|---|
| **Data Model** | 9.0 (66 reviews) | Not enough data | 
| **Data Types** | 8.7 (66 reviews) | Not enough data | 

#### Availability

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | 
|---|---|---|
| **Auto Sharding** | 8.3 (58 reviews) | Not enough data | 
| **Auto Recovery** | 8.5 (62 reviews) | Not enough data | 
| **Data Replication** | 8.5 (64 reviews) | Not enough data | 

#### Performance

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | 
|---|---|---|
| **Integrated Cache** | 8.5 (61 reviews) | Not enough data | 

#### Security

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | 
|---|---|---|
| **Role-Based Authorization** | 8.7 (67 reviews) | Not enough data | 
| **Authentication** | 8.7 (65 reviews) | Not enough data | 
| **Audit Logs** | 8.4 (66 reviews) | Not enough data | 
| **Encryption** | 8.6 (61 reviews) | Not enough data | 

#### Support

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | 
|---|---|---|
| **Multi-Model** | 8.7 (62 reviews) | Not enough data | 
| **Operating Systems** | 8.8 (62 reviews) | Not enough data | 

### Data Clean Room

| Product | Score | Reviews |
|---|---|---|
| **Google Cloud BigQuery** | 9.0/10 | 25 |
| **Google Cloud Managed Service for Apache Spark** | N/A | N/A |

#### Centralized computation

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | 
|---|---|---|
| **Centralized Computation** | 8.8 (20 reviews) | Not enough data | 

#### Localized computation

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | 
|---|---|---|
| **Localized computation** | 8.2 (21 reviews) | 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 |

#### Statistical Tool

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | 
|---|---|---|
| **Scripting** | 8.6 (75 reviews) | Not enough data | 
| **Data Mining** | 8.9 (75 reviews) | Not enough data | 
| **Algorithms** | 8.8 (77 reviews) | Not enough data | 

#### Data Analysis

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | 
|---|---|---|
| **Analysis** | 9.2 (76 reviews) | Not enough data | 
| **Data Interaction** | 9.1 (76 reviews) | Not enough data | 

#### Decision Making

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | 
|---|---|---|
| **Modeling** | 8.8 (77 reviews) | Not enough data | 
| **Data Visualizations** | 8.7 (74 reviews) | Not enough data | 
| **Report Generation** | 8.7 (77 reviews) | Not enough data | 
| **Data Unification** | 8.7 (74 reviews) | Not enough data | 

#### Generative AI

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | 
|---|---|---|
| **AI Text Generation** | 7.5 (47 reviews) | Not enough data | 
| **AI Text Summarization** | 7.7 (47 reviews) | 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 |

#### Marketing Operations

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | 
|---|---|---|
| **ROI Tracking** | 8.8 (63 reviews) | Not enough data | 
| **Data Collection** | 9.2 (62 reviews) | Not enough data | 
| **Customer Insights** | 9.0 (62 reviews) | Not enough data | 
| **Multi-User Access** | 9.3 (63 reviews) | Not enough data | 
| **Spend Management** | 8.8 (61 reviews) | Not enough data | 
| **White Label** | 8.4 (60 reviews) | Not enough data | 

#### Campaign Activity

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | 
|---|---|---|
| **Campaign Insights** | 9.0 (65 reviews) | Not enough data | 
| **Reports and Dashboards** | 9.4 (65 reviews) | Not enough data | 
| **Campaign Stickiness** | 8.6 (62 reviews) | Not enough data | 
| **Multichannel Tracking** | 9.2 (59 reviews) | Not enough data | 
| **Brand Optimization** | 8.9 (60 reviews) | Not enough data | 
| **Predictive Analytics** | 9.0 (62 reviews) | Not enough data | 

#### Agentic AI - Marketing Analytics

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | 
|---|---|---|
| **Autonomous Task Execution** | 8.5 (13 reviews) | Not enough data | 
| **Cross-system Integration** | 9.5 (14 reviews) | Not enough data | 
| **Proactive Assistance** | 8.2 (13 reviews) | 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 |

#### Database

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | 
|---|---|---|
| **Real-Time Data Collection** | 8.7 (166 reviews) | 8.1 (8 reviews) | 
| **Data Distribution** | 8.9 (164 reviews) | 8.8 (8 reviews) | 
| **Data Lake** | 8.7 (159 reviews) | 8.1 (8 reviews) | 

#### Integrations

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | 
|---|---|---|
| **Hadoop Integration** | 8.3 (127 reviews) | 9.0 (8 reviews) | 
| **Spark Integration** | 8.5 (124 reviews) | 9.4 (8 reviews) | 

#### Platform

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | 
|---|---|---|
| **Machine Scaling** | 8.8 (141 reviews) | 9.2 (8 reviews) | 
| **Data Preparation** | 8.8 (156 reviews) | 7.9 (8 reviews) | 
| **Spark Integration** | 8.5 (124 reviews) | 9.4 (8 reviews) | 

#### Processing

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | 
|---|---|---|
| **Cloud Processing** | 9.2 (159 reviews) | 9.0 (8 reviews) | 
| **Workload Processing** | 9.0 (152 reviews) | 8.3 (8 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 |

#### Data Transformation

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | 
|---|---|---|
| **Real-Time Analytics** | 8.8 (279 reviews) | Not enough data | 
| **Data Querying** | 9.3 (288 reviews) | Not enough data | 

#### Connectivity

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | 
|---|---|---|
| **Hadoop Integration** | 8.0 (245 reviews) | Not enough data | 
| **Spark Integration** | 8.1 (244 reviews) | Not enough data | 
| **Multi-Source Analysis** | 8.7 (273 reviews) | Not enough data | 
| **Data Lake** | 8.7 (264 reviews) | Not enough data | 

#### Operations

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | 
|---|---|---|
| **Data Visualization** | 8.4 (273 reviews) | Not enough data | 
| **Data Workflow** | 8.6 (271 reviews) | Not enough data | 
| **Governed Discovery** | 8.3 (249 reviews) | Not enough data | 
| **Embedded Analytics** | 8.4 (256 reviews) | Not enough data | 
| **Notebooks** | 8.5 (248 reviews) | 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 |

#### Building Reports

| Feature | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | 
|---|---|---|
| **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 | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | 
|---|---|---|
| **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 (2):** [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)

**Unique to Google Cloud BigQuery (7):** [Columnar Databases](https://www.g2.com/categories/columnar-databases), [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms), [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)



---
## Reviewer Demographics

### By Company Size

| Segment | Google Cloud BigQuery | Google Cloud Managed Service for Apache Spark | 
|---|---|---|
| **Small-Business** | 27.5% | 20.0% | 
| **Mid-Market** | 34.1% | 46.7% | 
| **Enterprise** | 38.4% | 33.3% | 

### By Industry

#### Google Cloud BigQuery

- **Information Technology and Services:** 15.2%
- **Computer Software:** 13.6%
- **Retail:** 7.1%
- **Financial Services:** 6.6%
- **Marketing and Advertising:** 5.2%
- **Consulting:** 3.5%
- **Telecommunications:** 2.8%
- **Banking:** 2.6%
- **Computer & Network Security:** 2.2%
- **Hospital & Health Care:** 1.9%
- **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%

---
## Alternatives

### Alternatives to Google Cloud BigQuery

- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (756 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (800 reviews)
- [Cloudera Data Platform](https://www.g2.com/products/cloudera-cloudera-data-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 (815 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 (2283 reviews)

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

- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (800 reviews)
- [Cloudera Data Platform](https://www.g2.com/products/cloudera-cloudera-data-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)
- [Amazon EMR](https://www.g2.com/products/amazon-emr/reviews) — 4.2/5 stars (70 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 (756 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)

---
## 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.

---
**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)