Link copied to clipboard # Apache Beam vs Azure Data Lake Store Comparison - What are their main differences? Share [ Export ](/compare/apache-beam/azure-data-lake-store/export.csv) Apache BeamAzure Data Lake Store[+ Add Product](#) Pricing **Apache Beam** No pricing available **Azure Data Lake Store** No pricing available **Pricing Insights** from reviews Perceived Cost **Apache Beam** $$$$$ **Azure Data Lake Store** $$$$$ Average Discount **Apache Beam** Not enough reviews yet **Azure Data Lake Store** Not enough reviews yet Uncover valuable pricing insights from real user feedback to improve your shopping experience. See it for free Time to Implement **Apache Beam** 6 months Based on 100 responses **Azure Data Lake Store** 6 months Based on 100 responses Return on Investment **Apache Beam** 6 months Based on 100 responses **Azure Data Lake Store** 6 months Based on 100 responses **Pros & Cons** from reviews **Apache Beam** Not enough data **Azure Data Lake Store** Easy Integrations (1) Fast Processing (1) Difficulty (1) Integrations **Apache Beam** Not enough data **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) **Ratings** from reviews Meets Requirements **Apache Beam** **8.6** /10 Based on 12 responses **Azure Data Lake Store** **9.2** /10 Based on 35 responses Ease of Use **Apache Beam** **7.8** /10 Based on 12 responses **Azure Data Lake Store** **8.7** /10 Based on 35 responses Ease of Setup **Apache Beam** Not enough data **Azure Data Lake Store** **9.2** /10 Based on 22 responses Ease of Admin **Apache Beam** Not enough data **Azure Data Lake Store** **8.5** /10 Based on 19 responses Quality of Support **Apache Beam** **7.6** /10 Based on 11 responses **Azure Data Lake Store** **9.1** /10 Based on 34 responses Has the product been a good partner in doing business? **Apache Beam** Not enough data **Azure Data Lake Store** **8.7** /10 Based on 18 responses Product Direction (% positive) **Apache Beam** **8.1** /10 Based on 12 responses **Azure Data Lake Store** **9.0** /10 Based on 34 responses **Features** ratings from reviews Big Data Processing and Distribution **7.6** /10 Based on 12 responses **9.0** /10 Based on 33 responses User Insights **Reviewers' Company Size** Small-Business(50 or fewer emp.) 35.7% Mid-Market(51-1000 emp.) 42.9% Enterprise(\> 1000 emp.) 21.4% Small-Business(50 or fewer emp.) 35.7% Mid-Market(51-1000 emp.) 42.9% Enterprise(\> 1000 emp.) 21.4% 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% **Reviewers' Industry** [![Apache Beam](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_afe4fe6b153c8d5d6028d67bd5a633ab/apache-beam.png "Apache Beam")](https://www.g2.com/products/apache-beam/reviews) Apache Beam Retail 14.3% Logistics and Supply Chain 14.3% Information Technology and Services 14.3% Computer Software 14.3% Telecommunications 7.1% Other 35.7% [![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% Alternatives **Apache Beam Alternatives** ![Databricks](https://images.g2crowd.com/uploads/product/hd_favicon/135d1c9e39e19ef56dc8d0bf90fce20f/databricks.svg "Databricks") [ Databricks ](/products/databricks/reviews) ![Amazon EMR](https://images.g2crowd.com/uploads/product/hd_favicon/1528476487/amazon-emr.svg "Amazon EMR") [ Amazon EMR ](/products/amazon-emr/reviews) ![Azure HDInsight](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_f8a2fdaa6a98b6c3313197f7d8472d1b/azure-hdinsight.jpg "Azure HDInsight") [ Azure HDInsight ](/products/azure-hdinsight/reviews) ![Snowflake](https://images.g2crowd.com/uploads/product/hd_favicon/1544409170/snowflake.svg "Snowflake") [ Snowflake ](/products/snowflake/reviews) **Azure Data Lake Store Alternatives** ![Snowflake](https://images.g2crowd.com/uploads/product/hd_favicon/1544409170/snowflake.svg "Snowflake") [ Snowflake ](/products/snowflake/reviews) ![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") [ Google Cloud Managed Service for Apache Spark ](/products/google-cloud-managed-service-for-apache-spark/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) ## Apache Beam vs Azure Data Lake Store FAQs Generated using AI Last updated: August 15, 2026 ### What is the difference between Apache Beam vs Azure Data Lake Store? Azure Data Lake Store stands out for its higher reviewer satisfaction and ease of use compared to Apache Beam, which is favored for its unified batch and stream processing capabilities. | | [Apache Beam](https://www.g2.com/products/apache-beam/reviews) | [Azure Data Lake Store](https://www.g2.com/products/azure-data-lake-store/reviews) | | --- | --- | --- | | G2 Rating (reviews) | 4.1/5 (16 reviews) | 4.5/5 (40 reviews) | | Ease of Setup score | — | 9.2 | | Quality of Support score | 7.6 | 9.1 | | Top Reviewer-Cited Strength | Unified batch and stream processing | Easy integrations | ### How do the pricing models of Apache Beam 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 Apache Beam. - **Apache Beam:** Reviewers appreciate its flexibility but do not highlight cost as a primary advantage. - **Azure Data Lake Store:** In recent reviews, many cite its cost-effectiveness and affordability, especially for storing large volumes of data. ### What are the best alternatives to Apache Beam and Azure Data Lake Store? Snowflake, Databricks, and Amazon EMR are the top three alternatives to Apache Beam and Azure Data Lake Store. | Product | G2 Rating (reviews) | Largest Segment | Pricing Insight | Top Reviewer-Cited Strength | | --- | --- | --- | --- | --- | | [Apache Beam](https://www.g2.com/products/apache-beam/reviews) | 4.1/5 (16 reviews) | — | — | Unified batch and stream processing | | [Azure Data Lake Store](https://www.g2.com/products/azure-data-lake-store/reviews) | 4.5/5 (40 reviews) | Enterprise | Cost-effective for large data storage | Easy integrations | | [Snowflake](https://www.g2.com/products/snowflake/reviews) | 4.5/5 (763 reviews) | Mid-Market | — | Scalable cloud data warehousing | | [Databricks](https://www.g2.com/products/databricks/reviews) | 4.6/5 (1366 reviews) | Enterprise | — | Advanced analytics and machine learning | | [Amazon EMR](https://www.g2.com/products/amazon-emr/reviews) | 4.2/5 (70 reviews) | Enterprise | — | Managed Hadoop and Spark processing | ### Which Big Data Processing and Distribution features should I prioritize when comparing Apache Beam and Azure Data Lake Store? Buyers should prioritize ease of setup, quality of support, integration capabilities, cost-effectiveness, and unified processing features when comparing Apache Beam and Azure Data Lake Store. - **Ease of Setup:** Azure Data Lake Store scores 9.2; Apache Beam has no score reported. - **Quality of Support:** Azure Data Lake Store scores 9.1; Apache Beam scores 7.6. - **Integration Capabilities:** Azure Data Lake Store is frequently cited for easy integrations (all-time mentions: 1); Apache Beam is noted for flexibility in connecting to various data sources. - **Cost-Effectiveness:** Azure Data Lake Store is consistently praised for affordability in recent reviews; Apache Beam does not have cost as a primary theme. - **Unified Processing:** Apache Beam is highlighted for unified batch and stream processing in recent reviews; Azure Data Lake Store is not cited for this feature. ### What are the pros and cons of Apache Beam vs Azure Data Lake Store? Azure Data Lake Store's headline strength is its cost-effective, scalable storage with easy integrations, while Apache Beam is recognized for its unified batch and stream data processing capabilities. - **Apache Beam strengths:** Unified batch and stream processing, flexibility in connecting to multiple data sources, and strong abstraction for distributed data pipelines. - **Apache Beam trade-offs:** Steep learning curve, less intuitive APIs, and documentation gaps noted in recent reviews. - **Azure Data Lake Store strengths:** Cost-effective storage, high scalability, easy integration with Azure services, and strong access control features. - **Azure Data Lake Store trade-offs:** Initial setup complexity, permission structure challenges, and occasional latency during high-frequency usage, with difficulty cited in 1 all-time mention. ### Is Apache Beam or Azure Data Lake Store better for small businesses? Azure Data Lake Store is the better fit for small businesses, with reviewers highlighting its affordability and scalability for organizations of all sizes. - **Apache Beam:** No small-business segment share reported; reviewers focus on technical flexibility rather than business size fit. - **Azure Data Lake Store:** Largest segment is Enterprise, but recent reviews emphasize its suitability for both small and large organizations due to low cost and scalability. ### Which Big Data Processing and Distribution platform has better integrations? Azure Data Lake Store is favored for integrations, with reviewers consistently citing its easy integration with other Azure services. - **Apache Beam:** Reviewers note flexibility in connecting to various data sources, but no specific third-party integrations are cited in recent reviews. - **Azure Data Lake Store:** Azure Data Factory is mentioned in recent reviews for integration, with 4 all-time mentions. ### How do Apache Beam and Azure Data Lake Store compare on customer support? Azure Data Lake Store outperforms Apache Beam on Quality of Support by 1.5 points, with a score of 9.1 versus 7.6. - **Apache Beam:** Reviewers describe support as generally helpful but note occasional gaps in documentation and responsiveness. - **Azure Data Lake Store:** Reviewers consistently report responsive and effective support, with high satisfaction in recent reviews. ### Which is easier to implement, Apache Beam or Azure Data Lake Store? Azure Data Lake Store is easier to implement, with a significantly higher Ease of Setup score of 9.2 compared to Apache Beam, which has no reported score. - **Apache Beam:** Reviewers mention a steep learning curve and complexity in initial setup, especially for new users. - **Azure Data Lake Store:** Reviewers highlight straightforward setup for most use cases, though some note complexity in configuring permissions and access controls. ## Apache Beam vs Azure Data Lake Store - Reviewers felt that Azure Data Lake Store meets the needs of their business better than Apache Beam. - 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 Apache Beam.