Page 2 | Compare Business Software for Azure Databricks: July 2025 Reviews & Comparison

Tonic Ephemeral

Tonic

Stop wasting time provisioning and maintaining databases yourself. Effortlessly create isolated test databases to ship features faster. Equip your developers with the ready-to-go data they need to keep fast-paced projects on track. Spin up pre-populated databases for testing purposes as part of your CI/CD pipeline, and automatically tear them down once the tests are done. Quickly and painlessly spin up databases at the click of a button for testing, bug reproduction, demos, and more with built-in container orchestration. Use our patented subsetter to shrink PBs down to GBs without breaking referential integrity, then leverage Tonic Ephemeral to spin up a database with only the data needed for development to cut cloud costs and maximize efficiency. Pair our patented subsetted with Tonic Ephemeral to get all the data subsets you need for only as long as you need them. Maximize efficiency by getting your developers access to one-off datasets for local development.

Starting Price: $199 per month

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KloudMate

Squash latencies, detect bottlenecks, and debug errors. Join a rapidly expanding community of businesses from around the world, that are achieving 20X value and ROI by adopting KloudMate, compared to any other observability platform. Quickly monitor crucial metrics, and dependencies, and detect anomalies through alarms and issue tracking. Instantly locate ‘break-points’ in your application development lifecycle, to proactively fix issues. View service maps for every component in your application, and uncover intricate interconnections and dependencies. Trace every request and operation, providing detailed visibility into execution paths and performance metrics. Whether it's multi-cloud, hybrid, or private architecture, access unified Infrastructure monitoring capabilities to monitor metrics and gather insights. Supercharge debugging speed and precision with a complete system view. Identify and resolve issues faster.

Starting Price: $60 per month

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Protegrity

Our platform allows businesses to use data—including its application in advanced analytics, machine learning, and AI—to do great things without worrying about putting customers, employees, or intellectual property at risk. The Protegrity Data Protection Platform doesn't just secure data—it simultaneously classifies and discovers data while protecting it. You can't protect what you don't know you have. Our platform first classifies data, allowing users to categorize the type of data that can mostly be in the public domain. With those classifications established, the platform then leverages machine learning algorithms to discover that type of data. Classification and discovery finds the data that needs to be protected. Whether encrypting, tokenizing, or applying privacy methods, the platform secures the data behind the many operational systems that drive the day-to-day functions of business, as well as the analytical systems behind decision-making.

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EPIC

HOC Inc.

EPIC by HOC is a highly configurable platform designed for the modern Office. It helps finance teams automate workflows, unify data across systems, and extract actionable insights using latest technology stack, coupled with AI capabilities. EPIC tackles challenges like manual reporting, multi-entity data consolidation, and delayed insights. Trusted by enterprises for over two decades, EPIC serve's as a central hub for streamlined financial operations, enabling cost savings, better forecasting, and audit-ready accuracy. Built for Finance Teams: - Automate GL's, reconciliations & compliance workflows - Integrate data from multiple systems/entities - Use NLQ to ask financial questions in plain English - Uncover trends, anomalies & savings with AI-like analysis Why EPIC? - Seamless Integration - Centralized Data Management - Flexible Reporting - Accuracy, speed & transparency - Eliminate spreadsheets and manual effort - Highly Adaptable to your processes Contact us

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Bluemetrix

Migrating data to the cloud is difficult. Let us simplify the process for you with Bluemetrix Data Manager (BDM). BDM automates the ingestion of complex data sources and ensures that as your data sources change dynamically, your pipelines configure automatically to match the new data sources. BDM provides the application of automation and processing of data at scale, in a secure modern environment, with smart GUI and API interfaces available. With data governance fully automated, it is now possible to streamline pipeline creation, while recording and storing all actions automatically in your catalogue as the pipeline executes. Easy to create templating, combined with smart scheduling options, enables Self Service capability for data consumers - both business and technical users. A free enterprise-grade data ingestion tool that will automate the ingestion of data smoothly and quickly from on-premise sources into the cloud, while also automating the creation and running of pipelines.

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LOGIQ

LOGIQ.AI

LOGIQ.AI’s LogFlow provides centralized control of your observability data pipelines. As data streams arrive, they are automatically organized and optimized for your business teams and knowledge workers. XOps teams can centralize data flow management, gain data EPS control, and increase data quality and relevance. Built on any object store, LogFlow’s InstaStore enables infinite data retention and on-demand data replay to any target observability platform of your choice. Analyze operational metrics across applications and infrastructure and gain actionable insights that help you scale with confidence while maintaining high availability. Fuel business decisions and better user experiences by collecting, transforming, and analyzing behavioral data and usage patterns from business systems. Don’t let new attack techniques catch you off guard. Detect and analyze threat patterns from multiple sources and automate threat prevention and remediation.

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Horovod

Horovod was originally developed by Uber to make distributed deep learning fast and easy to use, bringing model training time down from days and weeks to hours and minutes. With Horovod, an existing training script can be scaled up to run on hundreds of GPUs in just a few lines of Python code. Horovod can be installed on-premise or run out-of-the-box in cloud platforms, including AWS, Azure, and Databricks. Horovod can additionally run on top of Apache Spark, making it possible to unify data processing and model training into a single pipeline. Once Horovod has been configured, the same infrastructure can be used to train models with any framework, making it easy to switch between TensorFlow, PyTorch, MXNet, and future frameworks as machine learning tech stacks continue to evolve.

Starting Price: Free

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Embeddable

Build remarkable analytics experiences, in 10% of the time. Frustrated with your embedded analytics tool, or with maintaining a custom-built charts and dashboards in your app? Embeddable is a next-generation embedded analytics tool where you own the front-end code and we handle everything else, Enabling you to build fully-bespoke, fast-loading charts and dashboards in your app without the engineering costs. Delight your customers, reduce engineering overheads, and deliver your dream experience, fast. Compatible with all major databases. Cloud & Self-hosted. Multi-tenancy. Open source component library + more.

Starting Price: On request

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Chalk

Powerful data engineering workflows, without the infrastructure headaches. Complex streaming, scheduling, and data backfill pipelines, are all defined in simple, composable Python. Make ETL a thing of the past, fetch all of your data in real-time, no matter how complex. Incorporate deep learning and LLMs into decisions alongside structured business data. Make better predictions with fresher data, don’t pay vendors to pre-fetch data you don’t use, and query data just in time for online predictions. Experiment in Jupyter, then deploy to production. Prevent train-serve skew and create new data workflows in milliseconds. Instantly monitor all of your data workflows in real-time; track usage, and data quality effortlessly. Know everything you computed and data replay anything. Integrate with the tools you already use and deploy to your own infrastructure. Decide and enforce withdrawal limits with custom hold times.

Starting Price: Free

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Datagaps ETL Validator

Datagaps

DataOps ETL Validator is the most comprehensive data validation and ETL testing automation tool. Comprehensive ETL/ELT validation tool to automate the testing of data migration and data warehouse projects with easy-to-use low-code, no-code component-based test creation and drag-and-drop user interface. ETL process involves extracting data from various sources, transforming it to fit operational needs, and loading it into a target database or data warehouse. ETL testing involves verifying the accuracy, integrity, and completeness of data as it moves through the ETL process to ensure it meets business rules and requirements. Automating ETL testing can be achieved using tools that automate data comparison, validation, and transformation tests, significantly speeding up the testing cycle and reducing manual labor. ETL Validator automates ETL testing by providing intuitive interfaces for creating test cases without extensive coding.

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NLP Lab

John Snow Labs

John Snow Labs' Generative AI Lab is a cutting-edge platform designed to empower enterprises with the ability to develop, customize, and deploy state-of-the-art generative AI models. The lab provides a robust, end-to-end solution that simplifies the integration of generative AI into business operations, making it accessible to organizations of all sizes and industries. The Generative AI Lab offers a no-code environment, allowing users to create sophisticated AI models without needing extensive programming expertise. This democratizes AI development, enabling business professionals, data scientists, and developers to collaboratively build and deploy models that can transform data into actionable insights. The platform is built on top of a rich ecosystem of pre-trained models, advanced NLP capabilities, and a comprehensive suite of tools that streamline the process of customizing AI for specific business needs.

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Medical LLM

John Snow Labs

John Snow Labs' Medical LLM is an advanced, domain-specific large language model (LLM) designed to revolutionize the way healthcare organizations harness the power of artificial intelligence. This innovative platform is tailored specifically for the healthcare industry, combining cutting-edge natural language processing (NLP) capabilities with a deep understanding of medical terminology, clinical workflows, and regulatory requirements. The result is a powerful tool that enables healthcare providers, researchers, and administrators to unlock new insights, improve patient outcomes, and drive operational efficiency. At the heart of the Healthcare LLM is its comprehensive training on vast amounts of healthcare data, including clinical notes, research papers, and regulatory documents. This specialized training allows the model to accurately interpret and generate medical text, making it an invaluable asset for tasks such as clinical documentation, automated coding, and medical research.

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Harbr

Create data products from any source in seconds, without moving the data. Make them available to anyone, while maintaining complete control. Deliver powerful experiences to unlock value. Enhance your data mesh by seamlessly sharing, discovering, and governing data across domains. Foster collaboration and accelerate innovation with unified access to high-quality data products. Provide governed access to AI models for any user. Control how data interacts with AI to safeguard intellectual property. Automate AI workflows to rapidly integrate and iterate new capabilities. Access and build data products from Snowflake without moving any data. Experience the ease of getting more from your data. Make it easy for anyone to analyze data and remove the need for centralized provisioning of infrastructure and tools. Data products are magically integrated with tools, to ensure governance and accelerate outcomes.

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Databricks Data Intelligence Platform

Databricks

The Databricks Data Intelligence Platform allows your entire organization to use data and AI. It’s built on a lakehouse to provide an open, unified foundation for all data and governance, and is powered by a Data Intelligence Engine that understands the uniqueness of your data. The winners in every industry will be data and AI companies. From ETL to data warehousing to generative AI, Databricks helps you simplify and accelerate your data and AI goals. Databricks combines generative AI with the unification benefits of a lakehouse to power a Data Intelligence Engine that understands the unique semantics of your data. This allows the Databricks Platform to automatically optimize performance and manage infrastructure in ways unique to your business. The Data Intelligence Engine understands your organization’s language, so search and discovery of new data is as easy as asking a question like you would to a coworker.

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Nucleon Database Master

Nucleon Software

Nucleon Database Master is a modern, powerful, intuitive and easy to use database query, administration, and management software with a consistent and modern user interface. Database Master simplifies managing, monitoring, querying, editing, visualizing, designing relational and NoSQL DBMS. Database Master allows you to execute extended SQL, JQL and C# (Linq) query scripts, provides all database objects such as tables, views, procedures, packages, columns, indexes, relationships (constraints), collections, triggers and other database objects.

Starting Price: $99 one-time payment

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Mage Sensitive Data Discovery

Mage Data

Uncover hidden sensitive data locations within your enterprise through Mage's patented Sensitive Data Discovery module. Find data hidden in all types of data stores in the most obscure locations, be it structured, unstructured, Big Data, or on the Cloud. Leverage the power of Artificial Intelligence and Natural Language Processing to uncover data in the most complex of locations. Ensure efficient identification of sensitive data with minimal false positives with a patented approach to data discovery. Configure any additional data classifications over and above the 70+ out of the box data classifications covering all popular PII and PHI data. Schedule sample, full, or even incremental scans through a simplified discovery process.

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Azure Data Lake

Microsoft

Azure Data Lake includes all the capabilities required to make it easy for developers, data scientists, and analysts to store data of any size, shape, and speed, and do all types of processing and analytics across platforms and languages. It removes the complexities of ingesting and storing all of your data while making it faster to get up and running with batch, streaming, and interactive analytics. Azure Data Lake works with existing IT investments for identity, management, and security for simplified data management and governance. It also integrates seamlessly with operational stores and data warehouses so you can extend current data applications. We’ve drawn on the experience of working with enterprise customers and running some of the largest scale processing and analytics in the world for Microsoft businesses like Office 365, Xbox Live, Azure, Windows, Bing, and Skype. Azure Data Lake solves many of the productivity and scalability challenges that prevent you from maximizing the

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Azure Data Lake Storage

Microsoft

Eliminate data silos with a single storage platform. Optimize costs with tiered storage and policy management. Authenticate data using Azure Active Directory (Azure AD) and role-based access control (RBAC). And help protect data with security features like encryption at rest and advanced threat protection. Highly secure with flexible mechanisms for protection across data access, encryption, and network-level control. Single storage platform for ingestion, processing, and visualization that supports the most common analytics frameworks. Cost optimization via independent scaling of storage and compute, lifecycle policy management, and object-level tiering. Meet any capacity requirements and manage data with ease, with the Azure global infrastructure. Run large-scale analytics queries at consistently high performance.

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Datafold

Prevent data outages by identifying and fixing data quality issues before they get into production. Go from 0 to 100% test coverage of your data pipelines in a day. Know the impact of each code change with automatic regression testing across billions of rows. Automate change management, improve data literacy, achieve compliance, and reduce incident response time. Don’t let data incidents take you by surprise. Be the first one to know with automated anomaly detection. Datafold’s easily adjustable ML model adapts to seasonality and trend patterns in your data to construct dynamic thresholds. Save hours spent on trying to understand data. Use the Data Catalog to find relevant datasets, fields, and explore distributions easily with an intuitive UI. Get interactive full-text search, data profiling, and consolidation of metadata in one place.

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LynxCare

LynxCare partners with leading healthcare organizations to increase the availability of actionable & precise data with the sole goal of improving patient outcomes. Reduce time spent on quality reporting, increase research output without increasing staff, and assess patient risk accurately. Generate actionable RWE for precision medicine and innovative study designs by unlocking the value of EHR data. With the strong increase in healthcare data, clinicians need to harness data and deploy robust data management strategies. LynxCare’s mission is to serve as the all-in-one data platform for healthcare organizations looking to take control of their data. LynxCare is used in line with (inter)national data privacy regulations across the globe. The use and access to data are always secured with multi-layer access restrictions. When deployed in a research setting, our team of medical experts helps you collect the necessary consent as well as ethical approval.

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Eureka

Eureka automatically discovers all types of deployed data stores, understanding the data and identifying your real-time risk. Eureka lets you choose, customize and create policies; automatically translating them into platform-specific controls for all of your relevant data stores. Eureka continuously compares real-world implementation to desired policy, alerting on gaps and policy drift before recommending risk-prioritized remediations, actions, and controls. Understand your entire cloud data store footprint, data store content, and security and compliance risk. Implement change rapidly and non-intrusively with agentless discovery and risk monitoring. Continuously monitor, improve and communicate cloud data security posture and compliance. Store, access, and leverage data with guardrails that don’t interfere with business agility and operations. Eureka delivers broad visibility, policy, and control management, as well as continuous monitoring and alerting.

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Evvox

Evvox is an end-to-end platform enabled for the insurance industry. Our North Star is to help you identify new channels of growth and increase your business. We make this possible through a combination of advanced analytics, AI/ML technology, intelligent routing, customer segmentation, customer lifetime value, cross-sell/up-sell, and much more all ready for your organization out of the box. Our data platforms’ biggest advantage is the ease with which new data can be not only ingested but integrated into the existing models and showcased in a manner relevant to you. We walk the walk. Our company has 25 years of ingestion experience. We’ve optimized and focused on it to speed up new data times 5x-10x. We bring the data models and the external data. You bring what you can and together we build the foundation for insights. Insights from your data are siphoned directly to your sales team. Equip your team to deliver the most value to your customers and sign new business.

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QueryPie

QueryPie is a centralized platform to manage scattered data sources and security policies all in one place. Put your company on the fast track to success without changing the existing data environment. Data governance is vital to today's data-driven world. Ensure you're on the right side of data governance standards while giving many users access to growing amounts of critical information. Establish data access policies by including key attributes such as IP address and access time. Privilege types can be created based on SQL commands classified as DML, DCL, and DDL to secure data analysis and editing. Manage details of SQL events at a glance and discover user behavior and potential security concerns by browsing logs based on permissions. All histories can be exported as a file and used for reporting purposes.

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Bobsled

Deliver data into your consumer’s cloud data lake or warehouse—without ever leaving your own. Connect Bobsled to your source, pick the bucket or warehouse where you want the data to go—and Bobsled handles the rest. No accounts to manage or pipelines to build.Bobsled is built on each platform’s sharing protocol to bring data providers the security and ease of modern sharing without the pain and complexity of multi-cloud management. Data integration accounts for 70% of the time teams spend with external datasets. Empower your customers to get to analysis faster by sharing ready-to-query data directly into the platforms where they work. Track and manage every share from one interface. Initiate shares, automate transfers, resolve errors, and monitor usage.

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Drivetrain

Plan collaboratively, identify bottlenecks and make confident decisions to achieve your targets. Connect your revenue, sales quota, marketing, finance, and hiring plans quickly and without errors. Use simple, business language formulas to compute shared metrics across geographies, market segments, channels, and more. Compare actuals against plans to identify which parts of your business are thriving or struggling. Get predictive alerts on potential deviations from the plan numbers and their impact. See the big picture by connecting and merging data across multiple sources. Customize financial reports and optimize costs, revenue & profits with best-in-class visualizations. Get complete visibility into business performance with multi-data source consolidation—from ERP, CRM and billing systems to databases, Excel & CSV.

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Qlik Staige

QlikTech

Harness the power of Qlik® Staige™ to make AI real by delivering a trusted data foundation, automation, actionable predictions, and company-wide impact. AI isn’t just experiments and initiatives — it’s an entire ecosystem of files, scripts, and results. Wherever your investments, we’ve partnered with top sources to bring you integrations that save time, enable management, and validate quality. Automate the delivery of real-time data into AWS data warehouses or data lakes, and make it easily accessible through a governed catalog. Through our new integration with Amazon Bedrock, you can easily connect to foundational large language models (LLMs) including A21 Labs, Amazon Titan, Anthropic, Cohere, and Meta. Seamless integration with Amazon Bedrock makes it easier for AWS customers to leverage large language models with analytics for AI-driven insights.

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just words

Maximize learning with real-time copy optimization, versioning, and no-code experimentation. Optimize every product copy with email subject and preheaders. Improve open rates with hyper-personalized subjects, save costs with mobile-friendly concise snippets, grab attention on the lock screen with sleek push alerts, and rank high in search results with the most up-to-date keywords. Generate, and edit copy variants and start testing with 1 click, with no code re-deployments. Integrate copies with AB personalized frameworks, adapt copies to users in real-time, get an objective score on generated copies, and fine-tune future iterations with experiment insights. Your brand identity protection is key for us. We warm up our algorithm with your brand and tone as a one-time setup. Further, you always have the option of reviewing every single piece of content that is shown to the user, before it is picked up for optimization.

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definity

Monitor and control everything your data pipelines do with zero code changes. Monitor data and pipelines in motion to proactively prevent downtime and quickly root cause issues. Optimize pipeline runs and job performance to save costs and keep SLAs. Accelerate code deployments and platform upgrades while maintaining reliability and performance. Data & performance checks in line with pipeline runs. Checks on input data, before pipelines even run. Automatic preemption of runs. definity takes away the effort to build deep end-to-end coverage, so you are protected at every step, across every dimension. definity shifts observability to post-production to achieve ubiquity, increase coverage, and reduce manual effort. definity agents automatically run with every pipeline, with zero footprints. Unified view of data, pipelines, infra, lineage, and code for every data asset. Detect in run-time and avoid async checks. Auto-preempt runs, even on inputs.

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ModelOp

ModelOp is the leading AI governance software that helps enterprises safeguard all AI initiatives, including generative AI, Large Language Models (LLMs), in-house, third-party vendors, embedded systems, etc., without stifling innovation. Corporate boards and C‑suites are demanding the rapid adoption of generative AI but face financial, regulatory, security, privacy, ethical, and brand risks. Global, federal, state, and local-level governments are moving quickly to implement AI regulations and oversight, forcing enterprises to urgently prepare for and comply with rules designed to prevent AI from going wrong. Connect with AI Governance experts to stay informed about market trends, regulations, news, research, opinions, and insights to help you balance the risks and rewards of enterprise AI. ModelOp Center keeps organizations safe and gives peace of mind to all stakeholders. Streamline reporting, monitoring, and compliance adherence across the enterprise.

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Jamba

AI21 Labs

Jamba is the most powerful & efficient long context model, open for builders and built for the enterprise. Jamba's latency outperforms all leading models of comparable sizes. Jamba's 256k context window is the longest openly available. Jamba's Mamba-Transformer MoE architecture is designed for cost & efficiency gains. Jamba offers key features of OOTB including function calls, JSON mode output, document objects, and citation mode. Jamba 1.5 models maintain high performance across the full length of their context window. Jamba 1.5 models achieve top scores across common quality benchmarks. Secure deployment that suits your enterprise. Seamlessly start using Jamba on our production-grade SaaS platform. The Jamba model family is available for deployment across our strategic partners. We offer VPC & on-prem deployments for enterprises that require custom solutions. For enterprises that have unique, bespoke requirements, we offer hands-on management, continuous pre-training, etc.

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Business Software for Azure Databricks - Page 2

Top Software that integrates with Azure Databricks as of July 2025 - Page 2

Tonic Ephemeral

KloudMate

Protegrity

EPIC

Bluemetrix

LOGIQ

Horovod

Embeddable

Chalk

Datagaps ETL Validator

NLP Lab

Medical LLM

Harbr

Databricks Data Intelligence Platform

Nucleon Database Master

Mage Sensitive Data Discovery

Azure Data Lake

Azure Data Lake Storage

Datafold

LynxCare

Eureka

Evvox

QueryPie

Bobsled

Drivetrain

Qlik Staige

just words

definity

ModelOp

Jamba