Best ETL Software for Startups

Montara enables BI Teams and Data Analysts to model and transform data using SQL alone, easily and seamlessly, and enjoy benefits such a modular code, CI/CD and versioning, automated testing and documentation. With Montara, analysts are able to quickly understand the impact of changes in models on analysis, reports, and dashboards. Report-level lineage is supported, as well as support for 3rd-party visualization tools like Tableau and Looker. BI teams can also perform ad hoc analysis, create dashboards and reports directly on Montara.

80% of enterprise information is in formats that are difficult to use, such as HTML, PDFs, CSVs, PNGs, PPTXs, and others. Unstructured extracts and transforms data in a way that is compatible with all major vector databases and LLM frameworks. Unstructured allows data analysts to pre-process large amounts of data, so they can spend less time cleaning and collecting data and more time modeling. Our enterprise-grade connectors can capture data from anywhere, and then transform it into AI friendly JSON files. This is perfect for companies that are looking to integrate AI into their business. Unstructured delivers data that is curated, free of artifacts and, most importantly, LLM ready.

Estuary Flow, a new DataOps platform, empowers engineering teams with the ability to build data-intensive real-time applications at scale and with minimal friction. This platform allows teams to unify their databases, pub/sub and SaaS systems around their data without having to invest in new infrastructure or development.

Stop wasting your time managing integrations and fighting the limitations of "black-box" "solutions". Instantly integrate data from any source into your app in the format you prefer. 500+ API & DB Sources, connector SDKs, OAuth flows and flexible data models. Instant vector embeddings. Managed transactional & analytic storage. Instant SQL, REST & GraphQL APIs. Arch allows you to build AI-powered features based on your customer's data, without having to worry and maintain bespoke data infrastructure.

DataOps ETL Validator, the most comprehensive ETL testing and data validation tool, is the most comprehensive ETL testing automation software. Comprehensive ETL/ELT Validation Tool to automate testing of data migration projects and data warehouses with an easy-to-use component-based user interface and low-code, zero-code test creation. ETL involves extracting data, transforming it according to operational needs, and then loading it into the target database or data store. ETL testing involves verifying accuracy, integrity and completeness of the data as it moves along the ETL process in order to ensure that it meets business requirements and rules. Automation of ETL testing is possible with tools that automate data validation, comparison, and transformation tests. This will speed up the testing cycle, reduce manual labor, and significantly accelerate the testing cycle. ETL Validator automates ETL tests by providing intuitive interfaces to create test cases without extensive programming.

AnalyticsCreator lets you extend and adjust an existing DWH. It is easy to build a solid foundation. The reverse engineering method of AnalyticsCreator allows you to integrate code from an existing DWH app into AC. So, more layers/areas are included in the automation. This will support the change process more extensively. The extension of an manually developed DWH with an ETL/ELT can quickly consume resources and time. Our experience and studies found on the internet have shown that the longer the lifecycle the higher the cost. You can use AnalyticsCreator to design your data model and generate a multitier data warehouse for your Power BI analytical application. The business logic is mapped at one place in AnalyticsCreator.

Talend Data Fabric's cloud services are able to efficiently solve all your integration and integrity problems -- on-premises or in cloud, from any source, at any endpoint. Trusted data delivered at the right time for every user. With an intuitive interface and minimal coding, you can easily and quickly integrate data, files, applications, events, and APIs from any source to any location. Integrate quality into data management to ensure compliance with all regulations. This is possible through a collaborative, pervasive, and cohesive approach towards data governance. High quality, reliable data is essential to make informed decisions. It must be derived from real-time and batch processing, and enhanced with market-leading data enrichment and cleaning tools. Make your data more valuable by making it accessible internally and externally. Building APIs is easy with the extensive self-service capabilities. This will improve customer engagement.

It unifies information across silos and scattered data for visibility across multiple sources in a single environment; whether in the cloud, spread across siloed databases, on instruments, in Big Data stores, or within various spreadsheets/documents, Enterprise Enabler can integrate all your data so you can make informed business decisions in real-time. By creating logical views from data starting at the source. This allows you to reuse, configure, test and deploy all your data in one integrated environment. You can analyze your business data as it happens to maximize the use and minimize costs, improve/refine business processes, and optimize the use of your assets. Our implementation time to market is between 50-90% shorter. We connect your sources so that you can make business decisions based upon real-time data.

SnapLogic is easy to use, quickly ramp up and learn. SnapLogic allows you to quickly create enterprise-wide apps and data integrations. You can easily expose and manage APIs that expand your world. Reduce the manual, slow, and error-prone processes and get faster results for business processes like customer onboarding, employee off-boarding, quote and cash, ERP SKU forecasting and support ticket creation. You can monitor, manage, secure and govern all your data pipelines, API calls, and application integrations from one single window. Automated workflows can be created for any department in your enterprise within minutes, not days. SnapLogic platform can connect employee data from all enterprise HR apps and data sources to deliver exceptional employee experiences. Discover how SnapLogic can help create seamless experiences powered with automated processes.

Drag and drop technology allows you to automate and integrate. BPA Platform allows you to automate business processes and integrate systems quickly and easily. The innovative drag-and-drop technology makes it easy to automate processes and integrate business systems quickly and easily. This will help your business reach its full potential with minimal effort. Your business will give employees the tools they need to focus on the important tasks. Reduce repetitive administrative work and save your company money. To improve company performance and ROI, you need to set strategic business goals and improve decision-making. To reduce financial risk, eliminate human error and enforce company procedures. You can automatically send SMS and email notifications 24/7, 365 days per year using the Notifications & Alerts feature. Notifications and alerts can be sent via multiple channels, including email, SMS and compatible messenger APIs.

Data Bridge is Brave River’s ETL software (Extract. Transform. and Load). It allows users to extract data from a source and then re-format that data before uploading it into the destination file. Multi-step data processing eliminates the extra cost and errors that can be associated with manual data entry. The Data Bridge allows you to process and store data. You can apply unlimited amounts of transformations, resulting in perfectly formatted data throughout your entire ETL process.

Software with the highest cost-benefit ratio for creating SDTM/SEND data sets and define.xml. The SDTM-ETLTM software software is the most cost-effective and highest-benefit software for creating SDTM/SEND datasets. Your EDC system must be able to export clinical data in CDISC ODM format. Most EDC systems can do this. SDTM-ETL is completely SAS®-free. SDTM-ETL is completely "SAS®-free", i.e., you don't need a (expensive SAS®) license nor any statistical software. SDTM-ETL has a very user-friendly graphical interface that allows you to create most mappings either by drag-and drop or per mouseclick. Your define.xml (2.0 and 2.1) is automatically generated. Details are to be provided using intelligent wizards. Many service providers and CROs have already discovered SDTM–ETL and are using it to prepare their submissions to regulatory authorities.

Every digital transformation initiative needs data. Many projects fail because of insufficient data availability and quality. However, the reality is that acquiring relevant data can be difficult, costly, and disruptive. Datumize Data Collector (DDC), a lightweight, multi-platform middleware that captures data from legacy and complex data sources, is often transient and/or transient. Because there are not many convenient and easy ways to access this type of data, it is often left unexplored. DDC allows companies access data from many sources and supports extensive edge computation, including third-party software (eg AI models). The results are then ingested into the desired format and destination. DDC is a viable digital transformation project for operational and business data collection.

BryteFlow creates the most efficient and automated environments for analytics. It transforms Amazon S3 into a powerful analytics platform by intelligently leveraging AWS ecosystem to deliver data at lightning speed. It works in conjunction with AWS Lake Formation and automates Modern Data Architecture, ensuring performance and productivity.

EntelliFusion by Teksouth is a fully managed, end to end solution. EntelliFusion's architecture is a one-stop solution for outfitting a company's data infrastructure. Instead of trying to put together multiple platforms for data prep, data warehouse and governance, and then deploying a lot of IT resources to make it all work, EntelliFusion's architecture offers a single platform. EntelliFusion unites data silos into a single platform that allows for cross-functional KPI's. This creates powerful insights and holistic solutions. EntelliFusion's "military born" technology has been able to withstand the rigorous demands of the USA's top echelon in military operations. It was scaled up across the DOD over twenty years. EntelliFusion is built using the most recent Microsoft technologies and frameworks, which allows it to continue being improved and innovated. EntelliFusion is data-agnostic and infinitely scalable. It guarantees accuracy and performance to encourage end-user tool adoption.

Product Data is an organization's most important asset. Sharing this technical data is crucial for success in today’s digitally-paced world. CLOVER CollectIT, a web-based, vendor-neutral file management software, allows you to extract, package and securely distribute PLM data and files. CollectIT makes it easy to share product information with vendors, employees, clients, and vendors. This includes product part and BOM representations as well as related CAD files and other technical documents. Transparency and accessibility are key to reducing errors in production, maintenance, as well as in extended enterprise operations. Reduce bottlenecks and automate compilation of technical packages to allow you to spend less time looking for data and more time doing what you love. Non-PLM users can have direct access to PLM content. This will improve communication and support collaboration.

Cloud-native data integration with IBM Cloud Pak data enables you to accelerate AI innovation AI-powered data integration from anywhere. Your AI and analytics can only be as good as the data they are powered by. IBM®, DataStage®, for IBM Cloud Pak®, for Data provides high-quality data through a container-based architecture. It combines industry-leading data integration, DataOps, governance, and analytics on one data and AI platform. Automation speeds up administrative tasks, helping to reduce TCO. AI-based design accelerators, out-of-the box integration with DataOps or data science services accelerate AI innovation. Multicloud integration and parallelism allow you to deliver trusted data across hybrid and multicloud environments. The IBM Cloud Pak for Data platform allows you to manage the data and analytics lifecycle. Data science, event messaging, and data warehousing are some of the services offered. Automated load balancing and parallel engine.

Talend Data Catalog provides your organization with a single point of control for all your data. Data Catalog provides robust tools for search, discovery, and connectors that allow you to extract metadata from almost any data source. It makes it easy to manage your data pipelines, protect your data, and accelerate your ETL process. Data Catalog automatically crawls, profiles and links all your metadata. Data Catalog automatically documents up to 80% of the data associated with it. Smart relationships and machine learning keep the data current and up-to-date, ensuring that the user has the most recent data. Data governance can be made a team sport by providing a single point of control that allows you to collaborate to improve data accessibility and accuracy. With intelligent data lineage tracking and compliance tracking, you can support data privacy and regulatory compliance.

Power Query makes it easy to connect, extract and transform data from a variety of sources. Power Query is a data preparation and transformation engine. Power Query includes a graphical interface to retrieve data from sources, and a Power Query Editor to apply transformations. The destination where the data will be stored is determined by where Power Query was installed. Power Query allows you to perform the extraction, transform, load (ETL), processing of data. Microsoft's Data Connectivity and Data Preparation technology allows you to seamlessly access data from hundreds of sources and modify it to your requirements. It is easy to use and engage with, and requires no code. Power Query supports hundreds data sources with built in connectors and generic interfaces (such REST APIs and ODBC, OLE and DB) as well as the Power Query SDK for creating your own connectors.

Self-service operational analytics and ready to-run reports across core processes empower your business to answer the most important questions. Imagine if you could get a better understanding of your organization's activities. You could not only report on the events but also react immediately to insights from your supply chain, finance, and manufacturing processes. You can adapt to the changing business landscape by changing the way you react. Magnitude Angles enables you to uncover hidden insights in your SAP ERP system or Oracle ERP system. It also streamlines the data analysis process. Traditional BI tools can only understand rows, columns, and tables, but not orders, cash, or materials. Angles is built upon a context-aware and process-rich business model that transforms complex ERP data architectures into self service business analytics. This allows data to be closer to decision making and helps turn insight into action.

Data comes from all directions, increasing in complexity and scale. Data can contain knowledge and insight that are full of potential. This potential can only be fully realized when it is integrated into every decision and action taken by the organization, second by second. Data changes with the business, which leads to new insights and knowledge. It is a cycle. Learn and adapt. Industries such as entertainment, financial services, healthcare, telecommunications and manufacturing have all recognized the potential. It is both challenging as well as exciting to get there. It takes new levels of speed, agility, and speed to understand, manage, and process vast amounts of constantly changing data. Complex organizations need a high-performance data platform that can automate and provide self-service. It can also thrive in change and adapt to new realities.

Automation delivers business intelligence reporting upgrades at your fingertips! DataTerrain can help with Oracle Transactional Business Intelligence reports (OTBI), which include extensive use of HCM extracts. With industry-leading clients in the USA and Canada, our expertise in HCM analytics is evident. We have also been able to create reports with embedded security features. We can provide references and pre-built dashboards and reports. Oracle's cloud-based, fully integrated talent acquisition solution (Taleo), includes employee referrals and recruitment marketing to source talent, automate recruiting, and streamline employee onboarding. With more than 200 customers around the world, we have been proving our expertise in building dashboards and reports for over ten years. DataTerrain is a leader in Snowflake, Tableau Analytics/reporting Amazon's Quicksight analytics/reporting, Jasper studio reporting, and solutions for Big Data.

Switchboard, a data engineering automation platform that is driven by business teams, allows you to aggregate disparate data at scale and make better business decisions. Get timely insights and precise forecasts. No more outdated manual reports or poorly designed pivot tables that don’t scale. Directly pull data from the right formats and reconfigure them in a non-code environment. Reduce dependency on engineering teams. API outages, bad schemas and missing data are gone thanks to automatic monitoring and backfilling. It's not a dumb API. Instead, it's an ecosystem of pre-built connectors which can be quickly and easily adapted to transform raw data into strategic assets. Our team of experts have worked in data teams at Google, Facebook, and other companies. These best practices have been automated to improve your data game. Data engineering automation platform that enables authoring and workflow processes. It is designed to scale with terabytes.

Jump to our product page for more information about our data integration software. This includes solutions for Active Directory and SharePoint. Our data integration solutions offer developers the opportunity to use the flexibility and power offered by the SSIS ETL engine to connect almost any application or data source. Data integration is possible without writing any code. This means that your development can be completed in minutes. Our integration solutions are the most flexible on the market. Our software has intuitive user interfaces that make it easy and flexible to use. Our solution is easy to use and offers the best return on your investment. Our software has many features that will help you achieve the highest performance without consuming too much of your budget.

Crux is used by the most powerful people to increase external data integration, transformation and observability, without increasing their headcount. Our cloud-native data technology accelerates the preparation, observation, and delivery of any external dataset. We can guarantee you receive high-quality data at the right time, in the right format, and in the right location. Automated schema detection, delivery schedule inference and lifecycle management are all tools that can be used to quickly build pipelines from any external source of data. A private catalog of linked and matched data products will increase your organization's discoverability. To quickly combine data from multiple sources and accelerate analytics, enrich, validate, and transform any data set, you can enrich, validate, or transform it.