Business Software for Databricks

Astrato Analytics is a modern, warehouse-native business intelligence platform designed to help organizations create, embed, and share interactive dashboards and data-driven applications. It connects directly to leading cloud data warehouses such as Snowflake, BigQuery, Databricks, ClickHouse, Supabase, Amazon Redshift, PostgreSQL, and Dremio. By leveraging a zero-copy architecture, Astrato enables users to access and analyze data in real time without moving or duplicating it. Its live-query engine ensures that every dashboard and report reflects the most current data available. This eliminates the need for complex ETL processes or maintaining cached data layers. The platform also reduces operational overhead by simplifying data workflows and infrastructure requirements. Security is seamlessly managed, as Astrato inherits governance policies like row-level security and PII masking from the underlying data warehouse. This ensures compliance while minimizing manual configuration for IT teams. Users can build highly interactive and customizable analytics experiences directly on top of their existing data stack. The platform is designed to improve collaboration and data accessibility across teams. Overall, Astrato Analytics delivers a streamlined, real-time approach to business intelligence with strong performance and governance.

LayerLens serves as an autonomous platform dedicated to evaluating AI models, providing insights into their performance through verified benchmarks, prompt-specific outcomes, agentic comparisons, and audit-ready assessments across different vendors. This platform enables teams to conduct side-by-side comparisons of over 200 AI models, utilizing transparent benchmarks and consistent evaluation techniques focused on accuracy, latency, behavior, and practical application in real-world scenarios. Designed for comprehensive model analysis, LayerLens features Spaces that allow teams to organize benchmarks and evaluations, identify strengths in tasks, and monitor performance trends in relevant contexts. The platform also facilitates ongoing evaluations by continuously assessing model updates, prompt modifications, judge changes, and live traces, thereby empowering teams to identify issues like quality regressions, drift, silent failures, contamination, and policy concerns before they impact production. By prioritizing transparency and collaboration, LayerLens ensures that teams can make informed decisions about their AI model choices.

AccessOwl serves as a comprehensive tool for Access Governance and SaaS management, streamlining the process of managing employee access to various SaaS applications throughout their tenure, from onboarding to offboarding. Acting as the primary platform for overseeing SaaS access, it removes the confusion about who is responsible for specific tools and what approvals are necessary, while meticulously logging every application, user access, and the permissions utilized within the organization. By automating the processes of user account creation, access requests, approvals, and audits, along with detecting Shadow IT, AccessOwl enables teams to move away from spreadsheets and establish a reliable source of truth, significantly minimizing the chances of overlooking offboarding tasks. Furthermore, its integration with Slack allows employees to conveniently request access in the environment they already use, and HRIS integrations automate the onboarding and offboarding processes while keeping employee information such as job title, department, and manager up to date. Notably, AccessOwl has the capability to provision and revoke user access across a multitude of SaaS applications without the necessity for SCIM or SAML, ensuring flexibility and ease of use for organizations. This allows for a more efficient management of software access, ultimately enhancing security and compliance efforts.

Gain insights into user interactions with your product and pinpoint areas of opportunity to guide your product strategy. Mode enables a single Stitch analyst to accomplish what typically requires an entire data team by offering rapid, adaptable, and collaborative tools. Create dashboards that track annual revenue and utilize chart visualizations to quickly spot anomalies. Develop well-crafted reports suitable for investors or facilitate collaboration by sharing your analyses with different teams. Integrate your complete technology ecosystem with Mode to uncover upstream problems and enhance overall performance. Accelerate cross-team workflows using APIs and webhooks. By analyzing user engagement, you can discover opportunity areas that help refine your product decisions. Additionally, utilize insights from marketing and product data to address vulnerabilities in your sales funnel, optimize landing-page efficiency, and anticipate churn before it occurs, ensuring proactive measures are in place.

Unravel Data is a powerful AI-native data observability and FinOps platform built for today’s complex enterprise data environments. It leverages intelligent Data Observability Agents to continuously monitor pipelines, workloads, and infrastructure for performance, reliability, and cost efficiency. Rather than just reporting issues, Unravel provides actionable insights that help teams resolve problems faster and prevent future incidents. The platform enables automated cost optimization, proactive troubleshooting, and performance tuning across the modern data stack. Unravel integrates seamlessly with existing tools and workflows, allowing teams to automate actions or maintain full control over decision-making. Purpose-built agents for FinOps, DataOps, and Data Engineering reduce firefighting, accelerate root cause analysis, and improve developer productivity. With native support for Databricks, Snowflake, and BigQuery, Unravel delivers deep, platform-specific visibility. Enterprises use Unravel to reduce cloud data costs, improve reliability, and scale operations confidently. Its agentic approach turns data observability into an active partner rather than a passive monitoring tool. Unravel empowers data teams to focus on innovation instead of constant issue resolution.

Astronomer is the driving force behind Apache Airflow, the de facto standard for expressing data flows as code. Airflow is downloaded more than 4 million times each month and is used by hundreds of thousands of teams around the world. For data teams looking to increase the availability of trusted data, Astronomer provides Astro, the modern data orchestration platform, powered by Airflow. Astro enables data engineers, data scientists, and data analysts to build, run, and observe pipelines-as-code. Founded in 2018, Astronomer is a global remote-first company with hubs in Cincinnati, New York, San Francisco, and San Jose. Customers in more than 35 countries trust Astronomer as their partner for data orchestration.

USEReady is a data, analytics, and AI solutions firm headquartered in New York. With over a decade of experience, USEReady helps organizations transform data into actionable insights and achieve business goals. The company offers migration automation tools like STORM and MigratorIQ, along with Pixel Perfect for enhanced enterprise reporting. Plus, its two practices viz., Data Value, which focuses on modern data architectures and BI & AI initiatives, and Decision Intelligence, which empowers informed decisions and drives business outcomes through AI lend further credence to its focus on data-driven transformation. With a global team of 450+ experts and offices in the U.S., Canada, India, and Singapore, USEReady has served over 300 customers, including Fortune 500 companies across various industries. The company partners with industry leaders like Tableau, Salesforce, Snowflake, Starburst, and AWS, and has received multiple awards, including Tableau Partner of the Year.

Braze serves as a dynamic customer engagement platform that enhances messaging experiences via various channels like push notifications, email, and apps. Designed for the mobile-first landscape of today and the anticipated future of ambient computing, Braze distinguishes itself through its capability for real-time and continuous data streaming, effectively replacing outdated database systems that fall short in meeting the demands of today’s always-connected consumers. By fostering collaboration among data, technology, and teams, the Braze platform elevates marketing to a more genuine level, makes brands feel more relatable, and enhances customer satisfaction with each interaction. With a workforce of hundreds and venture backing, Braze operates offices in major cities including New York City, San Francisco, London, and Singapore. The company has garnered significant recognition, being ranked #85 on Forbes Cloud 100, #225 on Inc.'s 500 Fastest Growing Private Companies, #21 on the Deloitte Technology Fast 500 List, and has been acknowledged by The New York Times as part of the next generation of 'unicorn' startups, showcasing its rapid growth and innovation in the industry. This impressive recognition underscores Braze's commitment to redefining customer engagement in the digital age.

The ActionIQ Customer Data Platform empowers organizations to synchronize their personnel, technology, and procedures to create outstanding customer interactions at every point of engagement. To distinguish genuine CDPs from mere impostors, access ActionIQ's comprehensive guide, which will help you avoid months of tedious research and uncover the realities of the complex CDP market. In the current experience-driven economy, consumers anticipate that brands will recognize them and consistently provide authentic, valuable interactions. The ActionIQ CDP is designed to help large enterprises tackle persistent issues of customer data fragmentation, equipping them with the insights necessary to coordinate experiences seamlessly across all brand interactions. By developing an interconnected “smart hub” that consolidates data, organizations can empower their teams with immediate insights. This deep understanding of customers facilitates the delivery of trustworthy and profitable experiences at scale, ultimately enhancing brand loyalty and customer satisfaction. Moreover, embracing such a platform can significantly enhance your organization’s ability to respond to evolving customer needs swiftly and effectively.

Designed for accurate and scalable identity resolution, Amperity's platform fulfills the need for a comprehensive customer 360 foundation. By introducing an innovative method for large-scale identity resolution, discover how we have transformed the way brands utilize customer data effectively. Convert unrefined customer information into a driving force that enhances your organization across marketing, analytics, and IT functions. Eliminate the hassles of data manipulation and complex queries. Provide precise, impactful insights consistently throughout your organization. With speed, scalability, and security, our platform can easily manage extensive datasets while upholding user privacy. Our skilled teams collaborate with you to achieve up to a 10X return on your investment. This customer data platform is designed for the entire organization, catering to all users and integrating seamlessly with various tools. Our methodology clarifies disorganized data and allows you to leverage it quickly. With our industry-leading support and guidance, you can trust in our patented, AI-driven Customer 360 solution to maximize your data potential. In this way, organizations can stay ahead of their competitors while making data-driven decisions that foster growth.

FBerexia stands as a prominent global services provider, delivering an extensive array of solutions in consulting, digital innovation, and emerging technologies. Our mission is to create comprehensive and distinctive digital transformation services for our clients, tackling business challenges with a blend of innovation and profound industry expertise. We pride ourselves on offering a variety of cutting-edge solutions through interconnected services and products, along with software development that adds significant value. With a talented workforce of over 500 employees and subcontractors across the globe, we specialize in intelligent technologies such as Artificial Intelligence, Robotics, Digital Services, Blockchain, and Cloud Computing. Our operations span 12 countries across five continents, enabling us to serve clients in many additional locations. The projects we undertake cater to major key accounts across diverse sectors, underscoring our expertise and adaptability in the ever-evolving market landscape. Together, we strive to push the boundaries of technology and innovation to drive success for our partners.

Apache Spark™ serves as a comprehensive analytics platform designed for large-scale data processing. It delivers exceptional performance for both batch and streaming data by employing an advanced Directed Acyclic Graph (DAG) scheduler, a sophisticated query optimizer, and a robust execution engine. With over 80 high-level operators available, Spark simplifies the development of parallel applications. Additionally, it supports interactive use through various shells including Scala, Python, R, and SQL. Spark supports a rich ecosystem of libraries such as SQL and DataFrames, MLlib for machine learning, GraphX, and Spark Streaming, allowing for seamless integration within a single application. It is compatible with various environments, including Hadoop, Apache Mesos, Kubernetes, and standalone setups, as well as cloud deployments. Furthermore, Spark can connect to a multitude of data sources, enabling access to data stored in systems like HDFS, Alluxio, Apache Cassandra, Apache HBase, and Apache Hive, among many others. This versatility makes Spark an invaluable tool for organizations looking to harness the power of large-scale data analytics.

Leverage your data effectively in real-time with Experience Platform, which serves as the backbone of Experience Cloud offerings, transforming both Adobe and non-Adobe data into comprehensive customer profiles that are continuously updated. This open system utilizes AI-driven insights to ensure you provide tailored experiences across all channels. By integrating data from various sources, you can enhance and create real-time customer profiles seamlessly. The standardized XDMs and data validation processes make your data more accessible and comprehensible. Start personalizing experiences immediately using these up-to-date customer profiles. Furthermore, our dynamic identity graphs allow for the activation of profiles across multiple devices and channels. Experience Platform boasts powerful application services that deliver unmatched functionality, enabling you to analyze customer interactions across channels from a single interface. You can also activate real-time customer profiles for immediate personalization and design individualized journeys that adapt to shifting customer behaviors, ensuring a responsive and engaging user experience. Ultimately, this leads to stronger customer relationships and improved business outcomes.

Syntasa introduces a revolutionary web application designed specifically for digital experts, allowing teams to seamlessly integrate first-party behavioral data with enterprise information. This self-service platform empowers users to create and implement tailored models, operate within a private cloud environment, and engage across multiple channels, enhancing the overall digital experience. With its user-friendly interface, Syntasa makes it easier than ever for digital professionals to harness the power of their data.

Revolutionize your omnichannel media effectiveness through the latest advancements in identity-centric marketing capabilities. TruAudience™ empowers marketing and measurement that are driven by data, offering a comprehensive suite of privacy-focused identity resolution, data enhancement, audience targeting, and sophisticated analytics solutions. Elevate your data strategy with a powerful, all-encompassing identity source that allows you to reach and interact with audiences effortlessly across every marketing channel. Continuously assess and enhance the effectiveness of your marketing expenditures to maximize returns. TruAudience integrates your data, teams, and marketing platforms via a unified identity graph, leading to improved results. This enables more precise audience targeting and personalized interactions across both paid and owned media. Optimize your media budget allocation, redefine audience targets, and refine creative and publisher placements to achieve your marketing goals more effectively. By leveraging these innovative tools, your marketing strategy can achieve unprecedented levels of efficiency and effectiveness.

IBM watsonx.data integration is an enterprise data integration platform built to help organizations deliver trusted, AI-ready data across complex environments. The solution provides a unified control plane that allows data engineers and analysts to integrate structured and unstructured data from multiple sources while managing pipelines from a single interface. Watsonx.data integration supports multiple integration styles including batch processing, real-time streaming, and data replication, enabling businesses to move and transform data based on their operational needs. The platform includes no-code, low-code, and pro-code interfaces that allow users of varying skill levels to design and manage pipelines. Built-in AI assistants enable natural language interactions, helping teams accelerate pipeline development and simplify complex tasks. Continuous pipeline monitoring and observability tools help teams identify and resolve data issues before they impact downstream systems. With support for hybrid and multi-cloud environments, watsonx.data integration allows organizations to process data wherever it resides while minimizing costly data movement. By simplifying pipeline design and supporting modern data architectures, the platform helps enterprises prepare high-quality data for analytics, AI, and machine learning workloads.

TIMi allows companies to use their corporate data to generate new ideas and make crucial business decisions more quickly and easily than ever before. The heart of TIMi’s Integrated Platform. TIMi's ultimate real time AUTO-ML engine. 3D VR segmentation, visualization. Unlimited self service business Intelligence. TIMi is a faster solution than any other to perform the 2 most critical analytical tasks: data cleaning, feature engineering, creation KPIs, and predictive modeling. TIMi is an ethical solution. There is no lock-in, just excellence. We guarantee you work in complete serenity, without unexpected costs. TIMi's unique software infrastructure allows for maximum flexibility during the exploration phase, and high reliability during the production phase. TIMi allows your analysts to test even the most crazy ideas.

Delta Lake serves as an open-source storage layer that integrates ACID transactions into Apache Spark™ and big data operations. In typical data lakes, multiple pipelines operate simultaneously to read and write data, which often forces data engineers to engage in a complex and time-consuming effort to maintain data integrity because transactional capabilities are absent. By incorporating ACID transactions, Delta Lake enhances data lakes and ensures a high level of consistency with its serializability feature, the most robust isolation level available. For further insights, refer to Diving into Delta Lake: Unpacking the Transaction Log. In the realm of big data, even metadata can reach substantial sizes, and Delta Lake manages metadata with the same significance as the actual data, utilizing Spark's distributed processing strengths for efficient handling. Consequently, Delta Lake is capable of managing massive tables that can scale to petabytes, containing billions of partitions and files without difficulty. Additionally, Delta Lake offers data snapshots, which allow developers to retrieve and revert to previous data versions, facilitating audits, rollbacks, or the replication of experiments while ensuring data reliability and consistency across the board.

Multi-cloud data security with a single pane of glass Industry's first SaaS access governance solution. Cloud is fragmented and data is scattered across different systems. Sensitive data is difficult to access and control due to limited visibility. Complex data onboarding hinders data scientist productivity. Data governance across services can be manual and fragmented. It can be time-consuming to securely move data to the cloud. Maximize visibility and assess the risk of sensitive data distributed across multiple cloud service providers. One system that enables you to manage multiple cloud services' data policies in a single place. Support RTBF, GDPR and other compliance requests across multiple cloud service providers. Securely move data to the cloud and enable Apache Ranger compliance policies. It is easier and quicker to transform sensitive data across multiple cloud databases and analytical platforms using one integrated system.

Power Query provides a user-friendly solution for connecting, extracting, transforming, and loading data from a variety of sources. Acting as a robust engine for data preparation and transformation, Power Query features a graphical interface that simplifies the data retrieval process and includes a Power Query Editor for implementing necessary changes. The versatility of the engine allows it to be integrated across numerous products and services, meaning the storage location of the data is determined by the specific application of Power Query. This tool enables users to efficiently carry out the extract, transform, and load (ETL) processes for their data needs. With Microsoft’s Data Connectivity and Data Preparation technology, users can easily access and manipulate data from hundreds of sources in a straightforward, no-code environment. Power Query is equipped with support for a multitude of data sources through built-in connectors, generic interfaces like REST APIs, ODBC, OLE, DB, and OData, and even offers a Power Query SDK for creating custom connectors tailored to individual requirements. This flexibility makes Power Query an indispensable asset for data professionals seeking to streamline their workflows.

Quickly prepare data to provide trusted insights across the organization. Business analysts and data scientists spend too much time cleaning out data rather than analyzing it. Talend Data Preparation is a self-service, browser-based tool that allows you to quickly identify errors and create rules that can be reused and shared across large data sets. With our intuitive user interface and self-service data preparation/curation functionality, anyone can perform data profiling, cleansing, enriching and enrichment in real time. Users can share prepared datasets and curated data, and embed data preparations in batch, bulk, or live data integration scenarios. Talend allows you to transform ad-hoc analysis and data enrichment jobs into fully managed, reusable process. You can use any data source, including Teradata and AWS, Salesforce and Marketo, to operationalize data preparation. Always using the most recent datasets. Talend Data Preparation gives you control over data governance.

MLflow is an open-source suite designed to oversee the machine learning lifecycle, encompassing aspects such as experimentation, reproducibility, deployment, and a centralized model registry. The platform features four main components that facilitate various tasks: tracking and querying experiments encompassing code, data, configurations, and outcomes; packaging data science code to ensure reproducibility across multiple platforms; deploying machine learning models across various serving environments; and storing, annotating, discovering, and managing models in a unified repository. Among these, the MLflow Tracking component provides both an API and a user interface for logging essential aspects like parameters, code versions, metrics, and output files generated during the execution of machine learning tasks, enabling later visualization of results. It allows for logging and querying experiments through several interfaces, including Python, REST, R API, and Java API. Furthermore, an MLflow Project is a structured format for organizing data science code, ensuring it can be reused and reproduced easily, with a focus on established conventions. Additionally, the Projects component comes equipped with an API and command-line tools specifically designed for executing these projects effectively. Overall, MLflow streamlines the management of machine learning workflows, making it easier for teams to collaborate and iterate on their models.

Assure Compliance Monitoring is a comprehensive suite of Assure Security functionalities designed to swiftly detect security and compliance challenges by generating alerts and reports based on IBM i system operations, database modifications, and insights into Db2 data. The suite comprises two features that can also be utilized independently. Assure Monitoring and Reporting effectively extracts valuable insights from IBM i journal data, providing alerts and reports regarding security breaches and compliance discrepancies. Monitoring capabilities for both systems and databases can be accessed separately or in conjunction, and you also have the option to channel data directly to your enterprise SIEM solution, enabling IBM i security oversight alongside other enterprise platforms. Additionally, Assure Db2 Data Monitor stands out as an innovative tool that oversees access to highly sensitive Db2 data and can even restrict visibility of certain records. Assure Security offers leading-edge IBM i security solutions that empower your organization to adhere to cybersecurity regulations effectively while ensuring robust protection of your data. This holistic approach to security not only safeguards sensitive information but also streamlines compliance processes across your organization.

Real Identity™ provides rapid, sub-second decision-making capabilities that facilitate timely and relevant messaging. This innovative platform empowers leading global brands to accurately identify individuals and ethically engage with them at any location and time, thereby fostering significant experiences. With the ability to connect with audiences at scale and with precision, brands can enhance every customer interaction. Additionally, Real Identity allows companies to effectively manage their identity systems by utilizing five decades of expertise in data and identity, coupled with cutting-edge artificial intelligence and machine learning methodologies. In the fast-paced adtech sector, swift access to identity and data is essential for enabling personalization and informed decision-making. As the landscape evolves away from cookies, first-party data signals will become crucial for driving these initiatives, ensuring that communication remains vibrant between individuals, brands, and publishers. By crafting impactful experiences across all channels, businesses can not only impress current customers and prospects but also maintain compliance with regulations and outpace their competitors. Ultimately, Real Identity™ positions brands to thrive in a dynamic environment while enhancing their customer engagement strategies.

Complexity is the enemy of security. Simplify and scale fine-grained data access control. Dynamically authorize and audit every query to comply with data security and privacy regulations. Okera integrates seamlessly into your infrastructure – in the cloud, on premise, and with cloud-native and legacy tools. With Okera, data users can use data responsibly, while protecting them from inappropriately accessing data that is confidential, personally identifiable, or regulated. Okera’s robust audit capabilities and data usage intelligence deliver the real-time and historical information that data security, compliance, and data delivery teams need to respond quickly to incidents, optimize processes, and analyze the performance of enterprise data initiatives.