1010data is based in New York and provides integrated capabilities for database management and data analytics. The company’s flagship product, 1010edge, also features data modeling and visualization, reporting, and application development. 1010 brings disparate data together to provide a granular view, and the solution scales to any size. In addition, the tool’s columnar data storage capabilities present data in an orderly fashion. 1010data has raised $35 million in venture capital since its founding in 2000.

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1010data is a managed service provider, and the company’s Insights Platform is known to handle large data volumes with relative ease. The vendor offers traditional data management functionality, as well as features considered to be core capabilities of software providers in horizontal markets. 1010data’s product is targeted at businesses in the financial services, retail, telecom, government, and healthcare. Solutions Review named 1010data one of the Best Data Management Platforms for 2022.

750 Third Ave
New York, NY
United States
+1 (212) 405-1010
www.1010data.com

Alation Data Catalog helps you find, understand, and govern all enterprise data through a single pane of glass. The product uses machine learning to index and make discoverable a wide variety of data sources including relational databases, cloud data lakes, and file systems. Alation democratizes data to deliver quick access alongside metadata to guide compliant, intelligent data usage with vital context. Conversations and wiki-like articles capture knowledge and guide newcomers to the appropriate subject-matter expert. The intelligent SQL editor empowers users to query in natural language, surfacing recommendations, compliance flags, and relevant policies as users query, to simplify and accelerate excellence in query writing for a broader class of user.

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Alation offers a consumer-grade, user-friendly platform that welcomes more people to high-value data, alongside the context they need to use it powerfully and compliantly. Powered by some of the most advanced machine learning and AI capabilities in this space, Alation’s other main strengths include tools for active metadata and cross-user collaboration. Active data governance is offered through a business-led approach. Recent product enhancements include a new table view, metadata search, and data quality integrations with a range of partners. Prebuilt connectors enable the data catalog tool to access data from a range of data sources.

3 Lagoon Dr
Redwood City, CA
United States
+1 (650) 779-4440
www.alation.com

Amazon Web Services (AWS) offers Amazon Redshift, a fully managed, petabyte-scale data warehouse that analyzes data using an organization’s existing analytic software. Redshift’s data warehouse architecture allows users to automate common administrative tasks associated with provisioning, configuring, and monitoring cloud data warehousing. Backups to Amazon S3 are continuous, incremental and automatic. Redshift also includes Redshift Spectrum, allowing users to directly run SQL queries against large volumes of unstructured data without loading or transforming.

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Amazon Redshift is integrated with other AWS services and has built-in commands for loading data in parallel nodes from Amazon S3, Amazon DynamoDB, or your EC3 and on-prem servers. Users can accomplish this via AWS Data Pipeline, Amazon Kinesis, and AWS Lambda integration with Redshift as the target. Users can also load streaming data into Amazon Redshift using Amazon Kinesis Firehose. Amazon is a dominant player in the cloud marketplace, and a broad spectrum of deployment options provide prospective organizations with the ability to select only the capabilities they need.

1200 12th Ave
Seattle, WA
United States
+1 (206) 266-4064
aws.amazon.com

Cloudera is an American software company headquartered in Palo Alto California. Cloudera’s open-source Apache Hadoop distribution, CDH (Cloudera Distribution Including Apache Hadoop), targets enterprise-class deployments of that technology. Cloudera differentiates itself from other Hadoop distribution vendors by continuing to invest in specific capabilities, such as further improvements to Cloudera Navigator (which provides metadata management, lineage and auditing), while at the same time keeping up with the Hadoop open-source project.

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Cloudera provides a data storage and processing platform based on the Apache Hadoop ecosystem, as well as a proprietary system and data management tools for design, deployment, operations and production management. Cloudera’s new services, which the company refers to as “analytic experiences” are designed for data specialists like data engineers, analysts, and scientists. Cloudera’s Data Cloud services include CDP Data Engineering, CDP Operational Database, and CDP Data Visualization.

1001 Page Mill Rd
Palo Alto, CA
United States
+1 (888) 789-1488
www.cloudera.com

Dremio offers a data lake engine that provides fast query speed and a self-service semantic layer that operates directly against data lake storage. The solution connects to S3, ADLS, Hadoop, or wherever enterprise data resides. Apache Arrow, Data Reflections, and other Dremio technologies work together to hasten query speeds, and the semantic layer enables IT to apply security and business meaning. Users do not have to send data to Dremio or have it stored in proprietary formats to access it.
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Dremio provides data consumers with fast access to fresh and complete data by defining a single, governed source of truth for business metrics that can be utilized by downstream applications. The solution automates data management and makes data workflows intuitive, similar to working with source code. Key products from Dremio include Sonar, an SQL engine for open data platforms, and Arctic, an intelligent metastore for Apache Iceberg.

www.dremio.com

Druva Phoenix offers data availability and governance functionality for virtual machines and physical servers. Its cloud-centric approach is unique and combines high-performance, scalable backup, disaster recovery, archival, and analytics. The product can be deployed quickly at sites located around the world while also aligning with regional data storage regulations. Phoenix can also be managed from a central location to provide full control over server backups and data composition. Druva is headquartered in California and was founded in 2008.

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Druva offers an all-encompassing data protection platform built on Amazon Web Services. The solution backs up data across infrastructure, endpoints and cloud applications to include analytics, metadata search, and anomaly detection. The product allows organizations to protect all their data across complex infrastructures with cloud backup, disaster recovery, and archival. Druva Phoenix features a pay-as-you-go pricing model and is an ideal fit for small and mid-sized organizations.

150 Mathilda Pl
Sunnyvale, CA
United States
+1 (800) 375-0160
www.druva.com

Google offers a fully-managed enterprise data warehouse for analytics via its BigQuery product. The solution is serverless and enables organizations to analyze any data by creating a logical data warehouse over managed, columnar storage, and data from object storage and spreadsheets. BigQuery captures data in real-time using a streaming ingestion feature, and it’s built atop the Google Cloud Platform. The product also provides users the ability to share insights via datasets, queries, spreadsheets and reports.

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Google is quietly amassing one of the better data management product portfolios in the marketplace. BigQuery’s serverless data warehouse provides organizations with data via real-time streaming for real-time analytics. The solution also offers expansive data encryption, security, and replication capabilities for automatic backup and recovery. Google has broad recognition in the overarching technology space, making the platform an easy selection for many organizations.

1600 Amphitheatre Pkwy
Mountain View, CA
United States
+1 (650) 253-0000
Google Cloud Platform

Hewlett Packard Enterprise (HPE) is the enterprise software arm of the computer hardware giant HP. The vendor offers a cloud-based database management solution on Amazon Web Services, Microsoft Azure, or via an individually licensed model. Vertica provides an MPP SQL analytical database with linear scaling native high availability that allows organizations to query data in near real-time.

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HPE designs IT architectures that can handle volume, operate quickly, and process data from virtually any source. Vertica is the most flexible platform of any in this buyer’s guide, and the solution’s open infrastructure, technology, and deployment options enable it to process big data effectively. According to analyst house Gartner, Inc., more than a third of HPE’s reference customer base use Vertica in implementation sizes north of 100TB, which speaks to the product’s ability to handle large data volumes.

3000 Hanover St
Palo Alto C
United States
+1 (800) 607-3567
www.hpe.com

Hitachi Vantara is a wholly owned subsidiary of Hitachi, Ltd., and offers an expansive portfolio of products for integrating, managing and analyzing data. Hitachi’s portfolio of data management solutions are best suited for modern environments, and can help organizations to quickly improve their key performance metrics, including business continuity, backup windows, operational recovery and disaster recovery. The tool also provides data protection and recovery for complex enterprise architectures.

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Hitachi Data Instance Director is expanding the data protection conversation to encompass enterprise-scale copy data management. The company’s backup and recovery capabilities feature an In-System Replication Bundle with volume-cloning and space-efficient snapshots. Hitachi provides AI-driven data center management as well and offers machine learning and advanced analytics to optimize your data center.

2845 Lafayette St
Santa Clara, CA
United States
+1 (866) 660-7555
www.hitachivantara.com

Immuta’s automated data governance platform lets users discover and access data through a dedicated data catalog. The product features an intuitive policy builder that provides author policies in plain English, without code so security leaders can write policies across any data. Immuta also enables compliant collaboration via projects, controlled workspaces where users can share data. When users switch projects, they assume the right permissions and controls.

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Immuta runs as a containerized solution on-prem, in the cloud or via a hybrid model. The product offers integrations with leading data platforms like Databricks, Snowflake, Starburst, Azure Synapse, Google BigQuery, Amazon Redshift, and more. Immuta solves for a variety of use cases such as cloud data access control, cloud migration, and regulatory compliance. The company raised $90 million in Series D funding for a global expansion in May 2021.

25 Thomson Pl
Boston, MA
United States
+1 (800) 655-0982
www.immuta.com

Informatica is recognized as a prominent vendor in the data management software market. The Redwood City-based solution provider’s big data management platform allows organizations to access, integrate, clean, master, govern, and secure big data. The tool features purpose-built connectors to hundreds of data sources, real-time streaming, and mass ingestion. Informatica’s visual developer interface also ensures that the best open-source platforms can be adopted without sacrificing usability. Public cloud support for Big Data Management is available on AWS and Microsoft Azure.

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Informatica offers an expansive portfolio of data management tools in various deployments. The vendor’s customer base is more than 7,000 organizations. Informatica touts strong interoperability between its growing list of software solutions, and the Big Data Management product features a Big Data Parser, Relate 360, Intelligent Data Lake, Enterprise Information Catalog, and Intelligent Streaming.

2100 Seaport Blvd
Redwood City, CA
United States
+1 (650) 385-5000
www.informatica.com

MarkLogic offers an operational and transactional enterprise NoSQL database that is designed to integrate, store, manage, and search for data. Organizations can ingest structured and unstructured data with a flexible data model that adapts to changing data. It also natively stores JSON, XML, text, and geospatial data. MarkLogic’s Universal Index enables users to search across all data, and APIs enable application development and deployment. The database has ACID transactions, scalability and elasticity, and certified security as well.

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MarkLogic has made a name for itself as a result of its strong focus on unifying silos of data. It is best suited for applications that involve heterogeneous large-scale data integration or content delivery. MarkLogic 10 saw the company add embedded machine learning capabilities to its popular Data Hub tool. The new Data Hub Central add-on provides a self-service interface for integrating data into the MarkLogic cloud service. This functionality creates a “shop” for the exact data sets needed, which can then be saved, shared, and re-used in popular BI tools.

999 Skyway Rd
San Carlos, CA
United States
+1 (877) 992-8885
www.marklogic.com

Oracle’s suite of data management capabilities allows users to manage both traditional and new data sets on its cloud platform. The company also offers an autonomous data warehouse cloud with more than 2,000 SaaS applications. The platform runs the gamut of big data functionality, with support for data integration and analytics as well. Its other data management offerings include Oracle Big Data Cloud, Oracle Big Data Cloud Service, Oracle Big Data SQL Cloud Service, and Oracle NoSQL Database.

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Oracle offers a complete data platform for data integration, management, and analytics. The product allows users to work with a wide variety of data types and technologies, and organizations can choose to deploy managed and automated services in Oracle data centers or their own. Oracle has its own cloud platform that keeps its technology portfolio close to home, and there’s even the ability to do data science and R advanced analytics for Hadoop.

500 Oracle Pkwy
Redwood Shores, CA
United States
+1 (650) 506-7000
www.oracle.com/

Precisely’s solution portfolio is broken into five distinct categories based on the use case. Integrate is its data integration line that features Precisely Connect, Ironstream, Assure, and Syncsort. The Verify unit of data quality tools includes Precisely Spectrum Quality, Spectrum Context, and Trillium. The Location Intelligence Suite (Locate) touts Precisely Spectrum Spatial, Spectrum Geocoding, and MapInfo, while Enrich features Precisely Streets, Boundaries, Points Of Interest, Addresses, and Demographics. There’s also Precisely Engage on the company’s Engage unit.

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Through various mergers and acquisitions, Precisely touts an impressive (and growing) suite of data management, integration and analytics offerings for a variety of use cases. Precisely is available in SaaS form for a number of clouds, and can connect to leading data platforms as well. Most of its customers come from the financial services, insurance, public sector, retail, and telecommunications. The company also offers some of the best professional services of any vendor included in this resource.

2 Blue Hill Plz
Pearl River, NY
United States
+1 (877) 700-0970
www.precisely.com

Riversand is a Houston-based master data management (MDM) and product information management solution provider. The company’s MDM offering features a multi-domain core designed to provide a complete view of enterprise data. In addition, Riversand includes high-scale computing, a set of streamlined collaboration tools, and data governance functionality. Reporting via the vendor’s data visualization product is included with each license and offers users the ability to run advanced analysis via charts, tables, and dashboards.

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Riversand’s strong point is integration. All of its modules have been developed using the same interface, data model, and application framework. This offers organizations a level of cohesion as they implement flexible business processes within the solution suite. For instance, RiverSand’s data quality, digital asset management, and dynamic publishing are all integrated with its MDM solution to increase productivity throughout a retailer’s catalog production process.

2929 Briarpark Dr
Houston, TX
United States
+1 (713) 934-8899
www.riversand.com/

SAS is the largest independent vendor in the data management marketplace. The company’s main product is built atop a data quality platform that allows users to improve, integrate, and govern enterprise data. SAS Data Management can ingest data from legacy systems and Hadoop, and create rules once and reuse them. In addition, users can update data, tweak processes, and analyze results themselves. A built-in business glossary as well as third-party metadata management and lineage visualization capabilities allow for collaboration.

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SAS Data Management is especially useful when analyzing large and complex data volumes. However, the solution has a bit of a learning curve and is best saved for users with SAS software and language experience. SAS is built atop a data quality framework, and the built-in business glossary as well as SAS and third-party metadata management and lineage visualization capabilities keep all users in sync. The company was founded in 1976 and is based in Cary, North Carolina.

100 SAS Campus Dr
Cary, NC
United States
+ 1 (919) 677-8000
www.sas.com/

SingleStore can ingest and transform millions of events per day while also analyzing billions of rows of data using standard SQL. It can be deployed on-prem, in the cloud via Amazon Web Services or Microsoft Azure, or as a service including drop-in compatibility with existing middleware, integration, and BI software. The tool offers excellent real-time data streaming capabilities, and now provides more efficient query isolation for large volumes of data and many users.

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SingleStore is an excellent database consideration for operational analytics and AI or machine learning-powered applications that require fast data ingest and high-performance querying. The offering can be deployed as a managed service or standalone solution. SingleStore touts industry-focused add-ons for the financial services, media communications, energy and utilities, high tech, government and public sector, and retail and eCommerce as well. The company raised its second $80 million-dollar funding round in a calendar year in September 2021.

534 Fourth St
San Francisco, CA
United States
+1 (855) 463-6775
www.singlestore.com/

Snowflake offers a cloud data warehouse built atop Amazon Web Services. The solution loads and optimizes data from virtually any source, both structured and unstructured, including JSON, Avro, and XML. Snowflake features broad support for standard SQL, and users can do updates, deletes, analytical functions, transactions, and complex joins as a result. The tool requires zero management and no infrastructure. The columnar database engine uses advanced optimizations to crunch data, process reports, and run analytics. Snowflake is based in San Mateo, California.

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Snowflake has a unique data warehouse as a service offering, and its own SQL data architecture that claims to do more than the alternative. Late-2020 updates to Snowflake Data Cloud brought an expanded Data Marketplace, Snowpak developer experience, support for unstructured data, and “cutting-edge” data governance via row access policies. Snowpak is a new developer experience that enables data workers and developers to write code in their languages of choice an then execute workloads like ETL/ELT, data preparation, and feature engineering on Snowflake.

101 S. Ellsworth Ave
San Mateo, CA
United States
+1 (844) 766-9355
www.snowflake.net

Talend offers an expansive portfolio of data integration and data management tools. The company’s flagship data management product, Talend Data Management Platform, features graphical tools and wizards, and more than 900 pre-built components and connectors to natively connect databases, flat files, and cloud-based applications. An included data mapper and parsing capabilities allow users to map complex EBCDIC files, XML, JSON, and EDI documents. Talend is based in Redwood City, California.

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Talend has beefed up its data management capabilities in recent months, and recently announced the launch of a new metadata management solution that provides organizations easier accessibility to data lakes and other big data projects. Talend Metadata Manager offers a governance framework for creating, controlling, attributing, defining, and managing enterprise data so users can extract and propagate additional value. The company’s data preparation functionality and support for multi-cloud environments are also welcomed additions.

800 Bridge Pkwy
Redwood City, CA
United States
+1 (650) 539 3200
www.talend.com

Tamr offers a machine learning-based data integration product called Unify. The solution allows organizations to connect to any tabular data and publish it anywhere. Users can map schemas with machine learning suggestions and normalize data formats using Spark and SQL. Tamr’s Master Records feature provides a complete view of all entities via simple yes and no questions as well. The company was originally invented by Dr. Michael Stonebraker and his colleagues who published their research about the Data Tamer System for handling large-scale data curation in 2013.

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Tamr allows its customers to connect to any tabular data and publish anywhere. Included machine learning suggestions speed up the alignment of data sources so users can normalize data formats using Spark and SQL. Tamr is unique because of its patented machine learning capabilities, as well as data mastering that provides a unified view of customers. Tamr has also begun offering an issue tracker specifically designed for data called Steward. The company recently unveiled a new set of data mastering workflow capabilities, as well as cloud support and geospatial mapping shortly after.

25 Stillman St
San Francisco, CA
United States
+1 (415) 418-3570
www.tamr.com

Founded in 1979, Teradata offers a broad spectrum of data management solutions that include database management, cloud data warehousing, and data warehouse appliances. The company’s product portfolio is available on its own managed cloud and on Amazon Web Services and Microsoft Azure. Teradata provides organizations the ability to run diverse queries, in-database analytics, and complex workload management. Teradata is publicly traded and headquartered in Miamisburg, Ohio.

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Teradata’s data management portfolio includes products and services in data warehousing, big data analytics, and marketing. The company offers what we consider to be the purest database and data warehousing capabilities of any provider in this buyer’s guide. Teradata covers nearly every enterprise use case, and its ability to integrate with Hadoop and other data sources make it increasingly flexible. Teradata unveiled its new Vantage analytics platform in October 2018, providing access to predictive and prescriptive analytics, automated decision-making, machine learning, and data visualizations.

10000 Innovation Dr
Dayton, OH
United States
+1 (866) 548-8348
www.teradata.com

Zaloni helps users secure the unrealized power of data. The vendor’s DataOps software, called Zaloni Arena, streamlines data pipelines through an augmented catalog, automated governance, and self-service consumption. These factors help organizations reduce IT costs, hasten the analytic process, and standardize security. Zaloni works with large enterprise companies to deliver trusted data through a unified DataOps platform that both improves and safeguards data.

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For data-driven organizations that need to deliver timely, trusted data to support AI/ML initiatives, business intelligence and analytics, the Zaloni Arena DataOps platform is a governed DataOps software platform that provides end-to-end data supply chain management, unified data governance and self-service data consumption. Unlike other data catalog and governance solutions, Zaloni Arena provides an intelligent data and digital asset catalog, ML-powered data mastering for customer 360 and a self-service data marketplace experience purpose-built for today’s complex, multi-cloud and hybrid data environments.

633 Davis Dr
Durham, NC
United States
+1 (919) 323-4050
www.zaloni.com