Link copied to clipboard

# Azure Data Lake Store vs Google Cloud Managed Service for Apache Spark Comparison - What are their main differences?

Share
[
Export
](/compare/azure-data-lake-store/google-cloud-managed-service-for-apache-spark/export.csv)

Azure Data Lake StoreGoogle Cloud Managed Service for Apache Spark[+ Add Product](#)

Pricing

**Azure Data Lake Store**
No pricing available

**Google Cloud Managed Service for Apache Spark**
No pricing available

**Pricing Insights**
from reviews

Perceived Cost

**Azure Data Lake Store**
$$$$$

**Google Cloud Managed Service for Apache Spark**
$$$$$

Average Discount

**Azure Data Lake Store**
Not enough reviews yet

**Google Cloud Managed Service for Apache Spark**
Not enough reviews yet

Uncover valuable pricing insights from real user feedback to improve your shopping experience.
See it for free

Time to Implement

**Azure Data Lake Store** 6 months
Based on 100 responses

**Google Cloud Managed Service for Apache Spark** 6 months
Based on 100 responses

Return on Investment

**Azure Data Lake Store** 6 months
Based on 100 responses

**Google Cloud Managed Service for Apache Spark** 6 months
Based on 100 responses

**Pros & Cons**
from reviews

**Azure Data Lake Store**

Easy Integrations (1)

Fast Processing (1)

Difficulty (1)

**Google Cloud Managed Service for Apache Spark**
Not enough data

Integrations

**Azure Data Lake Store**
[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_f176b4154a751d10150daa67a57b7dc5/azure-data-factory.jpg "Product Avatar Image")

Azure Data Factory

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

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_756e21e5ff45db664431b3ea10f16115/azure-synapse-analytics.jpg "Product Avatar Image")

Azure Synapse Analytics

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

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_10e5841519b4608dd7454b21976fbe8e/microsoft-fabric.png "Product Avatar Image")

Microsoft Fabric

](https://www.g2.com/products/microsoft-fabric/reviews)[
View all
](https://www.g2.com/products/azure-data-lake-store/integrations)

**Google Cloud Managed Service for Apache Spark**
[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_7c23f7efbbad335c53ed6bdca9953572/etl-tools.png "Product Avatar Image")

ETL tools

](https://www.g2.com/products/etl-tools/reviews)[
View all
](https://www.g2.com/products/google-cloud-managed-service-for-apache-spark/integrations)

**Ratings**
from reviews

Meets Requirements

**Azure Data Lake Store**

**9.2** /10

Based on 35 responses

**Google Cloud Managed Service for Apache Spark**

**8.6** /10

Based on 11 responses

Ease of Use

**Azure Data Lake Store**

**8.7** /10

Based on 35 responses

**Google Cloud Managed Service for Apache Spark**

**8.8** /10

Based on 11 responses

Ease of Setup

**Azure Data Lake Store**

**9.2** /10

Based on 22 responses

**Google Cloud Managed Service for Apache Spark** Not enough data

Ease of Admin

**Azure Data Lake Store**

**8.5** /10

Based on 19 responses

**Google Cloud Managed Service for Apache Spark** Not enough data

Quality of Support

**Azure Data Lake Store**

**9.1** /10

Based on 34 responses

**Google Cloud Managed Service for Apache Spark**

**8.8** /10

Based on 11 responses

Has the product been a good partner in doing business?

**Azure Data Lake Store**

**8.7** /10

Based on 18 responses

**Google Cloud Managed Service for Apache Spark** Not enough data

Product Direction (% positive)

**Azure Data Lake Store**

**9.0** /10

Based on 34 responses

**Google Cloud Managed Service for Apache Spark**

**8.9** /10

Based on 11 responses

**Features**
ratings from reviews

Big Data Processing and Distribution

**9.0** /10

Based on 33 responses

**8.7** /10

Based on 10 responses

User Insights

**Reviewers' Company Size**

Small-Business(50 or fewer emp.)
29.7%

Mid-Market(51-1000 emp.)
27.0%

Enterprise(\> 1000 emp.)
43.2%

Small-Business(50 or fewer emp.)
29.7%

Mid-Market(51-1000 emp.)
27.0%

Enterprise(\> 1000 emp.)
43.2%

Small-Business(50 or fewer emp.)
25.0%

Mid-Market(51-1000 emp.)
43.8%

Enterprise(\> 1000 emp.)
31.3%

Small-Business(50 or fewer emp.)
25.0%

Mid-Market(51-1000 emp.)
43.8%

Enterprise(\> 1000 emp.)
31.3%

**Reviewers' Industry**

[![Azure Data Lake Store](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_f176b4154a751d10150daa67a57b7dc5/azure-data-lake-store.jpg "Azure Data Lake Store")](https://www.g2.com/products/azure-data-lake-store/reviews)
Azure Data Lake Store

Information Technology and Services
40.5%

Automotive
8.1%

Computer Software
8.1%

Insurance
5.4%

Airlines/Aviation
2.7%

Other
35.1%

[![Google Cloud Managed Service for Apache Spark](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_0c51d2c2e5f85fe45126eb818f748267/google-cloud-managed-service-for-apache-spark.png "Google Cloud Managed Service for Apache Spark")](https://www.g2.com/products/google-cloud-managed-service-for-apache-spark/reviews)
Google Cloud Managed Service for Apache Spark

Information Technology and Services
25.0%

Retail
12.5%

Marketing and Advertising
6.3%

Hospital & Health Care
6.3%

Higher Education
6.3%

Other
43.8%

Alternatives

**Azure Data Lake Store Alternatives**

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

[
Snowflake
](/products/snowflake/reviews)

 ![Apache Beam](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_afe4fe6b153c8d5d6028d67bd5a633ab/apache-beam.png "Apache Beam")

[
Apache Beam
](/products/apache-beam/reviews)

 ![Amazon EMR](https://images.g2crowd.com/uploads/product/hd_favicon/1528476487/amazon-emr.svg "Amazon EMR")

[
Amazon EMR
](/products/amazon-emr/reviews)

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

[
BigQuery
](/products/google-cloud-bigquery/reviews)

**Google Cloud Managed Service for Apache Spark Alternatives**

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

[
Databricks
](/products/databricks/reviews)

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

[
Cloudera
](/products/cloudera/reviews)

 ![Azure Data Factory](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_f176b4154a751d10150daa67a57b7dc5/azure-data-factory.jpg "Azure Data Factory")

[
Azure Data Factory
](/products/azure-data-factory/reviews)

 ![Amazon EMR](https://images.g2crowd.com/uploads/product/hd_favicon/1528476487/amazon-emr.svg "Amazon EMR")

[
Amazon EMR
](/products/amazon-emr/reviews)

## Azure Data Lake Store vs Google Cloud Managed Service for Apache Spark FAQs

Generated using AI

Last updated: August 14, 2026

### What is the difference between Google Cloud Managed Service for Apache Spark vs Azure Data Lake Store?

Azure Data Lake Store is rated higher by G2 reviewers and is noted for easier setup and broader integrations, while Google Cloud Managed Service for Apache Spark is praised for automated scaling and cluster management.

| [Google Cloud Managed Service for Apache Spark](https://www.g2.com/products/google-cloud-managed-service-for-apache-spark/reviews) | [Azure Data Lake Store](https://www.g2.com/products/azure-data-lake-store/reviews) |
| --- | --- |
| 4.3/5 (18 reviews) | 4.5/5 (40 reviews) |
| — | — |
| — | 9.2 |
| 8.8 | 9.1 |
| Automated scaling and cluster management | Easy integrations with Azure services |

### How do the pricing models of Google Cloud Managed Service for Apache Spark and Azure Data Lake Store compare?

Azure Data Lake Store is rated higher for value, with reviewers expressing greater satisfaction with its cost-effectiveness compared to Google Cloud Managed Service for Apache Spark.

- **Google Cloud Managed Service for Apache Spark:** Reviewers mention that pricing can be confusing and cost visibility could be improved, especially for longer-running jobs.
- **Azure Data Lake Store:** Reviewers consistently highlight its cost efficiency and flexibility, noting it is cheaper compared to database storage and offers affordable storage for large datasets.

### What are the best alternatives to Google Cloud Managed Service for Apache Spark and Azure Data Lake Store?

Snowflake, Databricks, and Cloudera are the top three alternatives to Google Cloud Managed Service for Apache Spark and Azure Data Lake Store.

| Product | G2 Rating (reviews) | Largest Segment | Pricing Insight | Top Reviewer-Cited Strength |
| --- | --- | --- | --- | --- |
| [Google Cloud Managed Service for Apache Spark](https://www.g2.com/products/google-cloud-managed-service-for-apache-spark/reviews) | 4.3/5 (18 reviews) | — | Pricing can be confusing for longer jobs | Automated scaling and cluster management |
| [Azure Data Lake Store](https://www.g2.com/products/azure-data-lake-store/reviews) | 4.5/5 (40 reviews) | — | Cheaper and cost-efficient for large data | Easy integrations with Azure services |
| [Snowflake](https://www.g2.com/products/snowflake/reviews) | 4.5/5 (763 reviews) | Mid-Market | — | — |
| [Databricks](https://www.g2.com/products/databricks/reviews) | 4.6/5 (1366 reviews) | Enterprise | — | — |
| [Cloudera](https://www.g2.com/products/cloudera/reviews) | 4.1/5 (136 reviews) | Enterprise | — | — |

### Which Big Data Processing and Distribution features should I prioritize when comparing Google Cloud Managed Service for Apache Spark and Azure Data Lake Store?

Buyers should prioritize ease of setup, quality of support, integrations, scalability, and cost efficiency when comparing Google Cloud Managed Service for Apache Spark and Azure Data Lake Store.

- **Ease of Setup:** Azure Data Lake Store scores 9.2; Google Cloud Managed Service for Apache Spark has no score reported.
- **Quality of Support:** Azure Data Lake Store scores 9.1; Google Cloud Managed Service for Apache Spark scores 8.8.
- **Integrations:** Azure Data Lake Store is frequently cited for easy integrations with Azure Data Factory and Databricks (4 all-time mentions).
- **Scalability:** Both products are praised for scalability in recent reviews, with Azure Data Lake Store noted for handling large volumes and Google Cloud Managed Service for Apache Spark for automated scaling.
- **Cost Efficiency:** Azure Data Lake Store is consistently highlighted as cost-effective and affordable for large data storage.

### What are the pros and cons of Google Cloud Managed Service for Apache Spark vs Azure Data Lake Store?

Google Cloud Managed Service for Apache Spark is strongest for automated scaling and cluster management, while Azure Data Lake Store excels in integrations and cost efficiency.

- **Google Cloud Managed Service for Apache Spark strengths:** Automated scaling, reduced manual cluster management, integration with BigQuery and Cloud Storage, and faster job startup.
- **Google Cloud Managed Service for Apache Spark trade-offs:** Reviewers note confusing pricing, thin documentation, and occasional delays in autoscaling.
- **Azure Data Lake Store strengths:** Easy integration with Azure Data Factory and Databricks, high scalability, cost efficiency, and granular access controls.
- **Azure Data Lake Store trade-offs:** Reviewers mention initial setup complexity, permission structure learning curve, and rare latency during high-frequency usage.

### Is Google Cloud Managed Service for Apache Spark or Azure Data Lake Store better for small businesses?

Azure Data Lake Store is the better fit for small businesses, with reviewers highlighting its cost efficiency and ease of use for organizations of all sizes.

- **Google Cloud Managed Service for Apache Spark:** No largest segment data available; reviewers note attractive free credits for small users but mention pricing complexity.
- **Azure Data Lake Store:** No largest segment data available; reviewers consistently describe it as affordable and suitable for both small and large organizations, with several citing its value for small budgets.

### Which Big Data Processing and Distribution platform has better integrations?

Azure Data Lake Store is favored for integrations, with reviewers frequently citing its connections to Azure Data Factory and Databricks.

- **Google Cloud Managed Service for Apache Spark:** Reviewers mention integration with BigQuery and Cloud Storage in recent reviews.
- **Azure Data Lake Store:** Azure Data Factory is cited in 4 all-time reviews, and Databricks is also mentioned as a key integration in recent feedback.

### How do Google Cloud Managed Service for Apache Spark and Azure Data Lake Store compare on customer support?

Azure Data Lake Store has a slight edge in Quality of Support, scoring 9.1 versus Google Cloud Managed Service for Apache Spark's 8.8, a difference below the materiality threshold, indicating near parity.

- **Google Cloud Managed Service for Apache Spark:** Reviewers describe support as helpful and responsive, with several citing positive experiences during critical issues.
- **Azure Data Lake Store:** Reviewers consistently report responsive and effective support, though some mention occasional back-and-forth for technical issues.

### Which is easier to implement, Google Cloud Managed Service for Apache Spark or Azure Data Lake Store?

Azure Data Lake Store is rated higher for Ease of Setup, scoring 9.2, while Google Cloud Managed Service for Apache Spark has no reported score, but both products receive positive setup feedback in recent reviews.

- **Google Cloud Managed Service for Apache Spark:** Reviewers highlight easy cluster creation and management, though some mention initial configuration and documentation challenges.
- **Azure Data Lake Store:** Reviewers consistently praise its straightforward setup process, with several citing ease of use and quick onboarding, despite some noting a learning curve for permissions and configuration.

## Azure Data Lake Store vs Google Cloud Managed Service for Apache Spark

- Reviewers felt that Azure Data Lake Store meets the needs of their business better than Google Cloud Managed Service for Apache Spark.
- When comparing quality of ongoing product support, reviewers felt that Azure Data Lake Store is the preferred option.
- For feature updates and roadmaps, our reviewers preferred the direction of Azure Data Lake Store over Google Cloud Managed Service for Apache Spark.