Azure Data Lake Analytics Alternatives (September 2025)

Easily develop and run massively parallel data transformation and processing programs in U-SQL, R, Python, and .NET over petabytes of data.

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1.
Data Lake | Microsoft Azure
https://azure.microsof
.com/en-us/solutions/data-lake/

Store data of any size, shape, and speed with Azure Data Lake. Power your big data analytics, develop massively parallel programs, and scale with future growth.

2.
Azure Synapse Analytics | Microsoft Azure
https://azure.microsof
.com/en-us/products/synapse-analytics/

Azure Synapse Analytics is a limitless analytics service that brings together enterprise SQL data warehousing and big data analytics services.

3.
Azure HDInsight - Hadoop, Spark, and Kafka | Microsoft Azure
https://azure.microsof
.com/en-us/products/hdinsight/

Get HDInsight, an open-source analytics service that runs Hadoop, Spark, Kafka, and more. Integrate HDInsight with big data processing by Azure for even more insights.

4.
Analysis Services | Microsoft Azure
https://azure.microsof
.com/en-us/products/analysis-services/

Built on the proven analytical engine in Microsoft SQL Server Analysis Services, Azure Analysis Services delivers enterprise-grade data modeling in the cloud.

5.
Azure Data Factory - Data Integration Service | Microsoft Azure
https://azure.microsof
.com/en-us/products/data-factory/

Discover Azure Data Factory, the easiest cloud-based hybrid data integration service and solution at an enterprise scale. Build data factories without the need to code.

6.
Batch - Compute job scheduling service | Microsoft Azure
https://azure.microsof
.com/en-us/products/batch/

Learn about Azure Batch, a Microsoft cloud computing service for running large-scale parallel and batch compute jobs.

7.
Azure Blob Storage | Microsoft Azure
https://azure.microsof
.com/en-us/products/storage/blobs/

Azure Blob storage provides scalable, cost-efficient object storage in the cloud. Store and access unstructured data for your most demanding workloads.

8.
Data Catalog—Enterprise Data Assets | Microsoft Azure
https://azure.microsof
.com/en-us/products/data-catalog/

Get more value from your enterprise data assets with Azure Data Catalog. Spend less time looking for data and more time getting value from it. Get started today.

9.
What is Apache Spark - Azure HDInsight | Microsoft Learn
https://learn.microsof
.com/en-us/azure/hdinsight/spark/apache-spark-overview/

This article provides an introduction to Spark in HDInsight and the different scenarios in which you can use Spark cluster in HDInsight.

10.
11.
Data Analytics | Microsoft Fabric
https://www.microsof
.com/en-us/microsoft-fabric/

Get more value from your data with Microsoft Fabric—an AI-powered analytics platform that unites your data and services, including data science and data lakes.

12.
Azure Functions – Serverless Functions in Computing | Microsoft Azure
https://azure.microsof
.com/en-us/products/functions/

Create event-driven, scalable serverless applications in .NET, Node.js, Python, Java, or PowerShell with the Azure Functions app— a serverless computing service.

13.
14.
Event Hubs—Real-Time Data Ingestion | Microsoft Azure
https://azure.microsof
.com/en-us/products/event-hubs/

Learn about Azure Event Hubs, a managed service that can ingest and process massive data streams from websites, apps, or devices.

15.
Table storage | Microsoft Azure
https://azure.microsof
.com/en-us/products/storage/tables/

Azure Table storage provides a NoSQL key-value store for rapid development using massive semi-structured datasets. Get started today.

16.
Azure NetApp Files | Microsoft Azure
https://azure.microsof
.com/en-us/products/netapp/

Run complex, performance-intensive and latency-sensitive applications in the cloud—without any code change.

17.
Azure Database Migration Service | Microsoft Azure
https://azure.microsof
.com/en-us/products/database-migration/

For assessment and data migration software, choose Azure Database Migration Service for moving on-premises SQL Server and Oracle databases to the cloud.

18.
App Service — Build and Host Web Apps | Microsoft Azure
https://azure.microsof
.com/en-us/products/app-service/

Migrate and build apps. Azure App Service is a fully managed platform for creating web applications. The app service offers a range of app development plans and services.

19.
Azure Machine Learning - ML as a Service | Microsoft Azure
https://azure.microsof
.com/en-us/products/machine-learning/

Build machine learning models in a simplified way with machine learning platforms from Azure. Machine learning as a service increases accessibility and efficiency.

20.
Cloud Services - Deploy Cloud Apps & APIs | Microsoft Azure
https://azure.microsof
.com/en-us/products/cloud-services/

Learn about Azure Cloud Services, which helps you deploy and scale powerful cloud applications and APIs. Supports Java, Node.js, PHP, Python, .NET, and more.

21.
Azure Database for PostgreSQL | Microsoft Azure
https://azure.microsof
.com/en-us/products/postgresql/

Try Azure Database for PostgreSQL to build reliable and intelligent applications for your organization. Explore open-source PostgreSQL database.

22.
Azure Media Services | Microsoft Azure
https://azure.microsof
.com/en-us/products/media-services/

Reach wider audiences on the devices they use with cloud video streaming, encoding, and indexing services from Azure Media Services.

23.
Databricks Data Intelligence Platform | Databricks
https://www.databrick
.com/product/data-intelligence-platform/

With a Data Intelligence Engine that understands your data’s uniqueness, the Databricks Platform allows you to infuse AI into every facet of your business.

24.
Cloud Computing Services | Microsoft Azure
https://azure.microsof
.com/en-us/

Invent with purpose, realize cost savings, and make your organization more efficient with Microsoft Azure’s open and flexible cloud computing platform.

25.
Azure Disk Storage – Block Storage | Microsoft Azure
https://azure.microsof
.com/en-us/products/storage/disks/

Learn about high-performance block storage for Azure Virtual Machines. Explore cost-effective options with cloud Ultra, SSD, and HDD disks.

26.
Azure Lab Services – Cloud Virtual Machine Labs | Microsoft Azure
https://azure.microsof
.com/en-us/products/lab-services/

Azure Lab Services provides secure, sharable virtual labs in the cloud with on-demand or scheduled access to preconfigured virtual machines.

27.
Azure Archive Storage – Data Management | Microsoft Azure
https://azure.microsof
.com/en-us/products/storage/

Azure Archive Storage provides a low cost means of delivering durable, highly available, secure cloud storage and data management for rarely accessed data.

28.
Azure OpenAI Service – Advanced Language Models | Microsoft Azure
https://azure.microsof
.com/en-us/products/ai-services/openai-service/

Azure OpenAI Service offers industry-leading coding and language AI models that you can fine-tune to your specific needs for a variety of use cases.

29.
Azure Automation – Cloud Automation Service | Microsoft Azure
https://azure.microsof
.com/en-us/products/automation/

Learn about Azure Automation, a cloud automation service for process automating those long-running, error-prone, frequently repeated tasks with Windows PowerShell.

30.
Azure Storage Explorer – cloud storage management | Microsoft Azure
https://azure.microsof
.com/en-us/products/storage/storage-explorer/

Easily manage your Azure storage accounts in the cloud, from Windows, macOS, or Linux, using Azure Storage Explorer.

31.
Azure Pipelines | Microsoft Azure
https://azure.microsof
.com/en-us/products/devops/pipelines/

Get 10 free parallel jobs for cloud-based CI/CD pipelines for Linux, macOS, and Windows. Automate builds and easily deploy to any cloud with Azure Pipelines.

32.
Azure API Apps – API service | Microsoft Azure
https://azure.microsof
.com/en-us/products/app-service/api/

Azure API Apps give you the tools to develop, host, secure, and share REST APIs in your organization or with the world.

33.
Azure Files - Managed File Shares and Storage | Microsoft Azure
https://azure.microsof
.com/en-us/products/storage/files/

Try Azure File Storage for managed file shares that use standard SMB 3.0 protocol. Share data with on-premises and cloud servers, integrate with apps, and more.

34.
Developer Tools | Microsoft Azure
https://azure.microsof
.com/en-us/products/category/developer-tools/

Build, debug, deploy, and manage cloud applications—using any platform or language—with Azure development tools, including Visual Studio.

35.
API Management – Manage APIs | Microsoft Azure
https://azure.microsof
.com/en-us/products/api-management/

Azure API Management offers a scalable, multi-cloud API management platform for securing, publishing, and analyzing APIs.

36.
Azure Monitor - Modern Observability Tools | Microsoft Azure
https://azure.microsof
.com/en-us/products/monitor/

Gain end-to-end observability into your applications, infrastructure, and network both on cloud and hybrid environments with Azure Monitor.

37.
Azure IoT solution accelerators | Azure updates | Microsoft Azure
https://azure.microsof
.com/en-us/updates/azure-iot-solution-accelerators/

At Build, we announced the latest update of Azure IoT Remote Monitoring, a solution accelerator that is fully operational right out of the box.

38.
The Cost Efficient Data Lake | Qubole
https://www.qubol
.com/

Qubole is the open data lake company . Open, simple and secure data lakes for machine learning, streaming analytics, data exploration, and ad-hoc analytics.

39.
Queue Storage | Microsoft Azure
https://azure.microsof
.com/en-us/products/storage/queues/

Get started today with Azure Premium Storage for low latency and high throughput storage suitable for I/O intensive applications.

40.
Virtual Machines (VMs) for Linux and Windows | Microsoft Azure
https://azure.microsof
.com/en-us/products/virtual-machines/

Build Linux and Windows virtual machines (VMs) and save up to 80 percent with Azure Reserved Virtual Machine Instances and Azure Hybrid Benefit for Windows Server.

41.
Data Lakehouse Platform Powered by Apache Iceberg | Dremio
https://www.dremi
.com/

The Unified Data Lakehouse Platform for Self-Service Analytics and AI. Dremio provides the fastest SQL engine with the best price-performance for Apache Iceberg

42.
Azure Service Fabric documentation | Microsoft Learn
https://learn.microsof
.com/en-us/azure/service-fabric/

Azure Service Fabric is a distributed systems platform that makes it easy to package, deploy, and manage scalable and reliable microservices and containers.

43.
Big Data Platform - Amazon EMR - AWS
https://aws.amazo
.com/emr/

Amazon EMR is a cloud big data platform for running large-scale distributed data processing jobs, interactive SQL queries, and machine learning applications using open-source analytics frameworks such as Apache Spark, Apache Hive, and Presto.

45.
SQL Server on Azure Virtual Machines | Microsoft Azure
https://azure.microsof
.com/en-us/products/virtual-machines/sql-server/

Lower TCO. Migrate SQL Server workloads to the cloud to get the HA/DR and security of SQL Server combined with the flexibility and hybrid connectivity of Azure.

46.
Azure Stack | Microsoft Azure
https://azure.microsof
.com/en-us/products/azure-stack/

Learn how Azure Stack brings the agility of cloud computing to your on-premises environment.

47.
Azure Container Instances | Microsoft Azure
https://azure.microsof
.com/en-us/products/container-instances/

Run application containers in the cloud with a single command. Get started in seconds and lower your infrastructure costs with per-second billing.

48.
Azure Artifacts | Microsoft Azure
https://azure.microsof
.com/en-us/products/devops/artifacts/

Create Maven, npm, and NuGet package feeds from public and private sources. Share code, get security compliance, and add package sharing to pipelines.

49.
The Snowflake AI Data Cloud - Mobilize Data, Apps, and AI
https://www.snowflak
.com/

Snowflake enables organizations to learn, build, and connect with their data-driven peers. Collaborate, build data apps & power diverse workloads in the AI Data Cloud.

50.
Power BI Embedded Analytics | Microsoft Azure
https://azure.microsof
.com/products/power-bi-embedded/

Embed stunning, fully-interactive reports into your apps without building controls from the ground up with Microsoft Power BI Embedded.

51.
Azure Sphere – IoT Device Security Platform | Microsoft Azure
https://azure.microsof
.com/en-us/products/azure-sphere/

Protect your data with Azure Sphere, a turnkey IoT device security and IoT platform solution for intelligent edge devices and microcontrollers.

52.
Download Azure SDKs and Tools | Microsoft Azure
https://azure.microsof
.com/en-us/downloads/

Download and install the Azure SDKs and Azure PowerShell and command-line tools for management and deployment.

55.
Azure Cloud Shell – Browser-Based Command Line | Microsoft Azure
https://azure.microsof
.com/en-us/get-started/azure-portal/cloud-shell/

A browser-based shell experience in the cloud that’s maintained by Microsoft to manage Azure resources with popular command-line tools and programming languages

56.
IoT Hub | Microsoft Azure
https://azure.microsof
.com/en-us/products/iot-hub/

Manage billions of IoT devices with Azure IoT Hub, a cloud platform that lets you easily connect, monitor, provision, and configure IoT devices.

57.
Microsoft Azure Portal | Microsoft Azure
https://azure.microsof
.com/en-us/get-started/azure-portal/

Build, manage, and monitor all your apps in Microsoft Azure Portal. A single, unified hub built for you, your team, and your projects.

58.
What is Azure Quantum? - Azure Quantum | Microsoft Learn
https://learn.microsof
.com/en-us/azure/quantum/overview-azure-quantum/

Azure Quantum is a Microsoft Azure service that you can use to run quantum computing programs problems in the cloud.

59.
Virtual Machine Scale Sets | Microsoft Azure
https://azure.microsof
.com/en-us/products/virtual-machine-scale-sets/

Make autoscaling your VMs easier with Azure Virtual Machine Scale Sets. Run thousands of virtual machines in minutes based on customizable metrics.

60.
SignalR Service – Real time web | Microsoft Azure
https://azure.microsof
.com/en-us/products/signalr-service/

With Azure SignalR Service, adding real-time communications to your web application is as simple as provisioning a service.

61.
Cloud Data Warehouse - Amazon Redshift - AWS
https://aws.amazo
.com/redshift/

Amazon Redshift is a fast, fully managed cloud data warehouse that makes it simple and cost-effective to analyze all your data.

62.
Interactive SQL - Amazon Athena - AWS
https://aws.amazo
.com/athena/

Amazon Athena is a serverless, interactive analytics service that provides a simplified and flexible way to analyze petabytes of data where it lives.

63.
Azure Firewall – Cloud Network Security Solutions | Microsoft Azure
https://azure.microsof
.com/en-us/products/azure-firewall/

Protect, monitor, and report on your Azure Virtual Network resources using Azure Firewall, a cloud-native network security and analytics solution.

64.
65.
Azure Arc – Hybrid and Multi-Cloud Management and Solution
https://azure.microsof
.com/en-us/products/azure-arc/

Use Azure Arc solutions for hybrid and multi-cloud management to run Azure services anywhere. Accelerate innovation with Azure Arc–enabled data services.

66.
Accelerite ShareInsights 2.0 Unifies Stack for True End-to-End Self-Service Big Data Analytics - DATAVERSITY
https://www.dataversit
.net/accelerite-shareinsights-2-0-unifies-stack-true-end-end-self-service-big-data-analytics/

<p>by Angela Guess According to a recent press release, “Accelerite, a provider of infrastructure software for digital transformation, today announced ShareInsights 2.0, an end-to-end, self-service big data analytics platform. Unlike other solutions, ShareInsights unifies the big data analytics stack, enabling data preparation (ETL), OLAP, visualization and collaboration — all via a single interface — giving […]</p>

67.
IoT Edge | Cloud Intelligence | Microsoft Azure
https://azure.microsof
.com/en-us/products/iot-edge/

Connect cloud intelligence to your edge devices with Azure IoT Edge, a comprehensive service that deploys artificial intelligence and custom logic to IoT devices.

68.
Azure confidential computing | Microsoft Learn
https://learn.microsof
.com/en-us/azure/confidential-computing/

Learn about how Azure confidential computing protects data in use and learn ways to build confidential workloads in the cloud.

69.
Azure AI Personalizer | Microsoft Azure
https://azure.microsof
.com/en-us/products/ai-services/ai-personalizer/

Learn more about AI Personalizer, part of Microsoft Azure Cognitive Services—an AI personalization solution that improves user engagement by delivering relevant experiences.

70.
NoSQL Database | Oracle
https://www.oracl
.com/database/nosql/

NoSQL Database can be run in the cloud or on-premises for applications that require either flexible data models, workloads, demanding predictable, lighting fast access to data or easy to use APIs.

71.
Notification Hubs - Mobile push notifications | Microsoft Azure
https://azure.microsof
.com/en-us/products/notification-hubs/

Learn about Azure Notification Hubs. Send push notifications to iOS, Android, Windows, or Kindle from any backend. Easier mobile app development.

72.
Backup and Disaster Recovery | Microsoft Azure
https://azure.microsof
.com/en-us/solutions/backup-and-disaster-recovery/

Learn how Azure Backup and Azure Site Recovery integrate to provide an end-to-end backup and disaster recovery solution with unlimited scale.

73.
StorSimple documentation | Microsoft Learn
https://learn.microsof
.com/en-us/azure/storsimple/

Learn how to use Azure StorSimple, an integrated storage solution that manages storage tasks between on-premises devices and Azure cloud storage.

74.
Cloud Data Warehouse For Engineers | Firebolt
http://firebol
.io/

Firebolt is a complete redesign of the cloud data warehouse for the era of cloud and data lakes. Data warehousing with extreme speed & elasticity at scale.

76.
Cloudera | The hybrid data company
https://www.clouder
.com/

Cloudera delivers a hybrid data platform with secure data management and portable cloud-native data analytics.

77.
Big Data Analytics On-Premises, in the Cloud, or on Hadoop | Vertica
https://www.vertic
.com/

Vertica provides a best-in-class, unified analytics platform that will forever be independent from underlying infrastructure.

79.
Azure AI Custom Vision | Microsoft Azure
https://azure.microsof
.com/en-us/products/ai-services/ai-custom-vision/

The custom vision API from Microsoft Azure learns to recognize specific content in imagery and becomes smarter with training and time. Read on to learn more.

80.
Azure Resource Manager | Microsoft Azure
https://azure.microsof
.com/en-us/get-started/azure-portal/resource-manager/

Simplify how you manage your app resources with Azure Resource Manager. Deploy resources together, categorize them for easy billing, and enable access control.

81.
SoftwareMill - proactively transforming your business with technology
https://softwaremil
.com/

Custom software solutions: web applications, backend systems & enterprise applications. Scala, Java, Big Data, Machine Learning, Blockchain.

82.
The Fastest Real-Time Analytics on Planet Earth | StarTree
https://startre
.ai/

Transform your business with the leading real-time analytics solution, trusted at scale, from the creators of Apache Pinot.

83.
System Center 2022 | Microsoft
https://www.microsof
.com/en-us/system-center/

Simplify your datacenter and IT management for increased agility and performance with Microsoft System Center 2022.

84.
85.
Axtria InsightsMAx - Cloud Analytics Platform, Democratization of Analytics
https://www.axtri
.com/cloud-products/axtria-insightsmax-cloud-analytics/

Rich reusable library of data preparation capabilities and analytics models across sales, marketing, payer, patient, and trade domains.

86.
CluedIn - Microsoft Master Data Management
https://www.cluedi
.net/

Discover why CluedIn is the preferred choice for organizations that need to deliver high quality data, fast, on Microsoft Azure.

87.
Amazon Kinesis Data Analytics - Analyze Streaming Data - Amazon Web Services
https://www.amazonaw
.cn/en/kinesis/data-analytics/

Amazon Kinesis Data Analytics helps you easily build Apache Flink apps, streaming Java apps, and real-time SQL queries to get real-time analytics, clickstream analytics, log analytics, event analytics, and iot analytics.

88.
AuraQuantic is DIGITAL TRANSFORMATION - AuraQuantic
https://www.auraquanti
.com/

AuraQuantic is an all-in-one platform for process automation and limitless application development with the security of Microsoft Azure.

89.
Apache Kudu - Fast Analytics on Fast Data
https://kudu.apach
.org/

A new open source Apache Hadoop ecosystem project, Apache Kudu completes Hadoop's storage layer to enable fast analytics on fast data

90.
Apache Apex
https://apex.apach
.org/

Apex is an enterprise grade native YARN big data-in-motion platform that unifies stream processing as well as batch processing.

91.
AnalyticsCreator | The future of data management is here
https://www.analyticscreato
.com/

Automates data management, save time, cost, risk. Ultrafast prototyping, 10x faster results. Streamlined data management on Azure SQL DB, Azure DWH, MS SQL.

92.
Managed Kubernetes Service (AKS) | Microsoft Azure
https://azure.microsof
.com/en-us/products/kubernetes-service/

Azure Kubernetes Service (AKS) is a managed Kubernetes service with hardened security and fast delivery. Deploy and manage containerized applications with AKS.

93.
Home - PHEMI Systems - Data Privacy Management System
https://www.phem
.com/

NSA-grade privacy, security, governance, and data management system for Azure. Control access to health data at scale.

94.
Panoply | The Easiest Cloud Data Platform | Panoply Data Warehouse
https://panopl
.io/

Easily manage and analyze data with Panoply, the easiest cloud data platform. Try Panoply's no-code data warehouse for free & connect your data in minutes.

95.
Modern Business Intelligence | Better data, better decisions
https://mod
.com/

Mode is a collaborative data platform that combines SQL, R, Python, and visual analytics in one place. Connect, analyze, and share, faster.

96.
BDRSuite: Simplifying Data Protection for Virtual & Physical Data Centers
https://www.bdrsuit
.com/

BDRSuite provides the simplest yet efficient Backup and Recovery solution for VMware, Hyper-V, and Physical Servers, for all types of businesses.

97.
Confluent | Apache Kafka® Reinvented for the Cloud
https://www.confluen
.io/

Confluent makes it easy to connect your apps, data systems, and entire business with secure, scalable, fully managed Kafka and real-time data streaming, processing, and analytics.

98.
Sigma Computing. Business Intelligence and Analytics Solution
https://www.sigmacomputin
.com/

Turn data into insights with Sigma Computing, a cloud-based Business Intelligence (BI) platform. Elevate business decisions by analyzing data at scale for opportunities.

99.
Microsoft Sentinel - Cloud-native SIEM Solution | Microsoft Azure
https://azure.microsof
.com/en-us/products/microsoft-sentinel/

Microsoft Sentinel is a cloud-native SIEM that provides intelligent security analytics for your entire enterprise, powered by AI.