Best Data Preparation Software in Germany of 2026

dbt

dbt Labs

dbt brings rigor and scalability to data preparation by enabling teams to clean, transform, and structure raw data directly in the warehouse. Instead of siloed spreadsheets or manual workflows, dbt uses SQL and software engineering best practices to make data preparation reliable, repeatable, and collaborative. With dbt, teams can: - Clean and standardize data with reusable, version-controlled models. - Apply business logic consistently across all datasets. - Validate outputs through automated tests before data is exposed to analysts. - Document and share context so every prepared dataset comes with lineage and definitions. By treating data preparation as code, dbt ensures that prepared datasets aren’t just quick fixes — they’re trusted, governed, and production-ready assets that scale with the business.

237 Ratings

Starting Price: $100 per user/ month

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Teradata VantageCloud

Teradata

Teradata VantageCloud is a cloud-native platform that streamlines enterprise-scale data preparation for analytics and AI. It enables users to ingest, cleanse, transform, and harmonize structured and semi-structured data across multi-cloud and hybrid environments. With support for SQL, Python, and R, VantageCloud integrates with popular data prep and analytics tools, allowing for scalable, automated workflows. Its open architecture ensures compatibility with industry standards, while built-in governance features help maintain data quality and compliance. Ideal for organizations seeking efficient, secure, and flexible data preparation at scale.

1,105 Ratings

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Google Cloud BigQuery

Google

BigQuery provides a comprehensive suite of data preparation tools that help organizations clean, transform, and structure their data for analysis. With built-in SQL functions and compatibility with various ETL tools, BigQuery makes it easy to manipulate raw data and prepare it for complex queries. The platform also supports data partitioning and clustering, enhancing query performance during the data preparation phase. By automating many of the repetitive tasks, BigQuery helps streamline the data prep process, allowing teams to spend more time on analysis. New users can leverage the $300 in free credits to explore BigQuery’s data preparation tools and improve their data readiness for analytics.

1,983 Ratings

Starting Price: Free ($300 in free credits)

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Plauti

A complete data management platform native to Salesforce and Microsoft Dynamics. Verify, deduplicate, and unify siloed data. Execute smart single-click actions and intelligently assign any record, all within your CRM. Plauti is a Salesforce-native data management platform designed to ensure your customer data is accurate, complete, and actionable. It offers a seamless integration with Salesforce to verify, deduplicate, manipulate, and assign records automatically, empowering your teams to make faster, smarter decisions. Plauti’s end-to-end data orchestration ensures that your records are validated and routed correctly, enabling businesses to trust their CRM data at every stage of the record’s lifecycle. With Plauti, you can automate processes, maintain data integrity, and deliver better results without relying on external tools.

122 Ratings

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Domo

Domo puts data to work for everyone so they can multiply their impact on the business. Our cloud-native data experience platform goes beyond traditional business intelligence and analytics, making data visible and actionable with user-friendly dashboards and apps. Underpinned by a secure data foundation that connects with existing cloud and legacy systems, Domo helps companies optimize critical business processes at scale and in record time to spark the bold curiosity that powers exponential business results.

49 Ratings

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Gathr.ai

Gathr is a Data+AI fabric, helping enterprises rapidly deliver production-ready data and AI products. Data+AI fabric enables teams to effortlessly acquire, process, and harness data, leverage AI services to generate intelligence, and build consumer applications— all with unparalleled speed, scale, and confidence. Gathr’s self-service, AI-assisted, and collaborative approach enables data and AI leaders to achieve massive productivity gains by empowering their existing teams to deliver more valuable work in less time. With complete ownership and control over data and AI, flexibility and agility to experiment and innovate on an ongoing basis, and proven reliable performance at real-world scale, Gathr allows them to confidently accelerate POVs to production. Additionally, Gathr supports both cloud and air-gapped deployments, making it the ideal choice for diverse enterprise needs. Gathr, recognized by leading analysts like Gartner and Forrester, is a go-to-partner for Fortune 500

28 Ratings

Starting Price: $0.25/credit

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IBM SPSS Statistics

IBM

IBM SPSS Statistics software is used by a variety of customers to solve industry-specific business issues to drive quality decision-making. Advanced statistical procedures and visualization can provide a robust, user friendly and an integrated platform to understand your data and solve complex business and research problems. • Addresses all facets of the analytical process from data preparation and management to analysis and reporting • Provides tailored functionality and customizable interfaces for different skill levels and functional responsibilities • Delivers graphs and presentation-ready reports to easily communicate results Organizations of all types have relied on proven IBM SPSS Statistics technology to increase revenue, outmaneuver competitors, conduct research, and data driven decision-making.

7 Ratings

Starting Price: $99/month

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JMP Statistical Software

JMP Statistical Discovery

JMP, data analysis software for Mac and Windows, combines the strength of interactive visualization with powerful statistics. Importing and processing data is easy. The drag-and-drop interface, dynamically linked graphs, libraries of advanced analytic functionality, scripting language and ways of sharing findings with others, allows users to dig deeply into their data, with greater ease and speed. Originally developed in the 1980’s to capture the new value in GUI for personal computers, JMP remains dedicated to adding cutting-edge statistical methods and special analysis techniques from a variety of industries to the software’s functionality with each release. The organization's founder, John Sall, still serves as Chief Architect.

1 Rating

Starting Price: $1320/year/user

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Improvado

Improvado is an AI-powered marketing intelligence platform that enables marketing and analytics teams to unlock the full potential of their data for impactful business decisions. Designed for medium to large enterprises and agencies, Improvado seamlessly integrates, simplifies, governs, and attributes complex data from various sources, delivering a unified view of marketing ROI and performance. With 500+ ready-made connectors extracting over 40,000 data fields from virtually every marketing platform you use, Improvado seamlessly: - Integrates all your marketing and sales data into a unified dashboard - Normalizes disparate data structures into consistent, usable formats - Generates instant reports that previously took days to compile manually - Delivers real-time cross-channel performance insights - Automatically updates your visualization tools like Tableau, Looker, or Power BI

1 Rating

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K2View

At K2View, we believe that every enterprise should be able to leverage its data to become as disruptive and agile as the best companies in its industry. We make this possible through our patented Data Product Platform, which creates and manages a complete and compliant dataset for every business entity – on demand, and in real time. The dataset is always in sync with its underlying sources, adapts to changes in the source structures, and is instantly accessible to any authorized data consumer. Data Product Platform fuels many operational use cases, including customer 360, data masking and tokenization, test data management, data migration, legacy application modernization, data pipelining and more – to deliver business outcomes in less than half the time, and at half the cost, of any other alternative. The platform inherently supports modern data architectures – data mesh, data fabric, and data hub – and deploys in cloud, on-premise, or hybrid environments.

1 Rating

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Alegion

Alegion is the data labeling solution for enterprise-grade Machine Learning. We lead the industry in streaming, high-resolution, high-density video annotation, delivering accurately-annotated, model-ready data to train and validate ML models. Alegion provides both the platform and workforce to operate with quality at scale, processing structured and unstructured data including video, image, audio, and text. Our ML powered platform speeds up task completion by as much as 70%, including classless object tracking and single click smart polygon generation. Segmentation options include Keypoint, Bounding Box, Polyline, & Polygon segmentation, for image and video. Semantic Segmentation tools deliver seamless entity boundaries with pixel perfect accuracy. NLP and NER capabilities support text and audio classification and sentiment analysis. The platform is highly configurable to support hybrid use cases. Available via SaaS (Alegion Control), Managed Platform, and Managed Labeling Services.

Starting Price: $5000

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Telegraf

InfluxData

Telegraf is the open source server agent to help you collect metrics from your stacks, sensors and systems. Telegraf is a plugin-driven server agent for collecting and sending metrics and events from databases, systems, and IoT sensors. Telegraf is written in Go and compiles into a single binary with no external dependencies, and requires a very minimal memory footprint. Telegraf can collect metrics from a wide array of inputs and write them into a wide array of outputs. It is plugin-driven for both collection and output of data so it is easily extendable. It is written in Go, which means that it is a compiled and standalone binary that can be executed on any system with no need for external dependencies, no npm, pip, gem, or other package management tools required. With 300+ plugins already written by subject matter experts on the data in the community, it is easy to start collecting metrics from your end-points.

Starting Price: $0

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Oracle Analytics Cloud

Oracle

Oracle Analytics is a complete platform for every analytics user role. AI and ML are embedded throughout the platform to accelerate productivity and power better business decisions. Choose either Oracle Analytics Cloud, our cloud native service, or our on-premises solution, Oracle Analytics Server, both of which help you avoid compromising security and governance. Oracle Analytic addresses all needs of business users from data to decision. Oracle Analytics can help you solve your business problems with built in data preparation and enrichment, no-code machine learning and industry leading data visualization.

Starting Price: $16 User Per Month - Oracle An

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Zoho DataPrep

Zoho

Zoho DataPrep is an AI-powered ETL platform designed to move, prepare, and clean data for seamless data workflows - without writing code, managing multiple tools, or hiring a data engineering team. Most organizations juggle separate tools for data ingestion, cleaning, and delivery. DataPrep consolidates the entire data lifecycle into one platform: extract from 90+ sources, transform with 250+ no-code tools or Python Code Studio, and deliver to 30+ destinations, including data warehouses and business applications. What makes DataPrep different: Ask Zia, the AI copilot powered by Zoho LLM, builds complete pipelines from natural language. Reverse ETL pushes enriched data back to CRMs and marketing tools automatically. Databridge connects on-prem databases behind firewalls for hybrid environments. MCP server support enables AI agents to control pipelines from tools like Claude and Cursor. SO 27001, SOC2, HIPAA, and GDPR compliant with built-in PII detection and data masking.

Starting Price: $40 per month

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IRI CoSort

IRI, The CoSort Company

What is CoSort? IRI CoSort® is a fast, affordable, and easy-to-use sort/merge/report utility, and a full-featured data transformation and preparation package. The world's first sort product off the mainframe, CoSort continues to deliver maximum price-performance and functional versatility for the manipulation and blending of big data sources. CoSort also powers the IRI Voracity data management platform and many third-party tools. What does CoSort do? CoSort runs multi-threaded sort/merge jobs AND many other high-volume (big data) manipulations separately, or in combination. It can also cleanse, mask, convert, and report at the same time. Self-documenting 4GL scripts supported in Eclipse™ help you speed or leave legacy: sort, ETL and BI tools; COBOL and SQL programs, plus Hadoop, Perl, Python, and other batch jobs. Use CoSort to sort, join, aggregate, and load 2-20X faster than data wrangling and BI tools, 10x faster than SQL transforms, and 6x faster than most ETL tools.

Starting Price: $4,000 perpetual use

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Rulex

Rulex helps people and organizations harness their data and make smart decisions by delivering a Decision Intelligence system. While simplifying the entire data harmonization process, Rulex Platform offers a composable combination of advanced technologies to build enterprise-level solutions, including eXplainable AI (XAI), rule-based systems, mathematical optimization, and what-if scenario simulators. Thanks to its intuitive no-code interface, the platform is designed to meet the needs of both data experts and business users. Due to its high versatility, Rulex Platform has been widely adopted across various industries since 2007, including supply chain, financial services, life sciences, and manufacturing.

Starting Price: €95/month

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Stata

StataCorp LLC

Stata delivers everything you need for reproducible data analysis—powerful statistics, visualization, data manipulation, and automated reporting—all in one intuitive platform. Stata is fast and accurate. It is easy to learn through the extensive graphical interface yet completely programmable. With Stata's menus and dialogs, you get the best of both worlds. You can easily point and click or drag and drop your way to all of Stata's statistical, graphical, and data management features. Use Stata's intuitive command syntax to quickly execute commands. Whether you enter commands directly or use the menus and dialogs, you can create a log of all actions and their results to ensure the reproducibility and integrity of your analysis. Stata also has complete command-line scripting and programming facilities, including a full matrix programming language. You have access to everything you need to script your analysis or even to create new Stata commands.

Starting Price: $48.00/6-month/student

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Datameer

Datameer revolutionizes data transformation with a low-code approach, trusted by top global enterprises. Craft, transform, and publish data seamlessly with no code and SQL, simplifying complex data engineering tasks. Empower your data teams to make informed decisions confidently while saving costs and ensuring responsible self-service analytics. Speed up your analytics workflow by transforming datasets to answer ad-hoc questions and support operational dashboards. Empower everyone on your team with our SQL or Drag-and-Drop to transform your data in an intuitive and collaborative workspace. And best of all, everything happens in Snowflake. Datameer is designed and optimized for Snowflake to reduce data movement and increase platform adoption. Some of the problems Datameer solves: - Analytics is not accessible - Drowning in backlog - Long development

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Sweephy

No-code data cleaning, preparing, and ML platform. Specialized development for business cases & on-premise setup for data privacy. Start to use Sweephy's free modules. No-code machine learning-powered tools. Just give the data and keywords that you are checking for. Our model can create a report based on keywords. It doesn't just check the words in the text, our model is classifying semantically and grammatically. Let us find similar or the same records in your database. Create a unified user database from different data sources with Sweephy Dedupu API. With Sweephy API, easily create object detection models by finetuning pre-trained models. Just send us some use cases, and we will create an appropriate model for you. Such as classifying documents, pdfs, receipts, or invoices. Just upload the image dataset. Our model will clean the noise on the image easily or we can create a finetuned model for your business case.

Starting Price: €59 per month

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fileAI

The most powerful digitization and categorization tool on the market, processing a wide range of digital, scanned or printed document types, submit documents in any file type and form. With hundreds of available integrations, you stay hands-off on data entry, manual verification or account code tagging. A tool to manage import and export at the same time, stay in control with automatic approvals and notifications. Trigger approvals based on events at your convenience. Send approvals to team members, clients, or stakeholders at once. Remove friction with multi-layered approvals and your most convenient format: email, mobile app or in app. Get a real-time view of your finances every time you check your preferred tools and eliminate human error from your reporting.

Starting Price: $99 per month

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DataMotto

Your data almost always requires preprocessing to be ready for your needs. Our AI automates the tedious task of preparing and cleansing your data, saving you hours of work. Data analysts spend 80% of their time preprocessing and cleaning data for insights, a tedious, manual task. AI is a game-changer. Transform text columns like customer feedback into 0-5 numeric ratings. Identify patterns in customer feedback and create a new column for sentiment analysis. Remove unnecessary columns to focus on impactful data. Enriched with external data for comprehensive insights. Unreliable data leads to misguided decisions. Preparing high-quality, clean data should be the first priority in your data-driven decision-making process. Rest assured, we do not utilize your data to enhance our AI agents; your information remains strictly yours. We store your data with the most reliable and trusted cloud providers.

Starting Price: $29 per month

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UnDatasIO

UnDatas.IO is a platform focused on parsing and processing unstructured data. It utilizes advanced technology to automatically recognize document layouts and categorize tables, images, formulas, and text, greatly simplifying the data processing process. The platform not only saves a lot of time in organizing data but also helps users extract valuable insights from data and make more strategic decisions. UnDatas.IO provides powerful data support for academic research, business analysis, and technology development. Recognize the layout of documents, identifying areas such as tables, images, formulas, and text. And revert them to json or markdown format. APIs enable different platforms and applications to collaborate seamlessly, facilitating data sharing and the integration of business processes. Our platform enables you to launch your data-driven projects with ease. Boost productivity and achieve better results. Empower your decision-making with advanced analytics.

Starting Price: $99 per month

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DataGroomr

Deduplicate Salesforce the Easy Way. DataGroomr leverages Machine Learning to detect duplicate Salesforce records automatically. Duplicate records are loaded into a queue for users to compare records side-by-side, select which values to retain, append new values and merge. DataGroomr has everything you need to find, merge and get rid of dupes for good. No need to set up complex rules, DataGroomr's Machine Learning algorithms do the work for you. Conveniently merge duplicate records as-you-go or merge en masse, all directly from within the app. Select field values for master record or use inline editing to define new values as you deduplicate. Don't want to review org-wide duplicates? Define your own dataset by region, industry or any Salesforce field. Leverage the import wizard to deduplicate, merge and append records while importing to Salesforce. Set up automated duplication reports and mass merge tasks at a frequency that fits your schedule.

Starting Price: $99 per user per year

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Oracle Big Data Preparation

Oracle

Oracle Big Data Preparation Cloud Service is a managed Platform as a Service (PaaS) cloud-based offering that enables you to rapidly ingest, repair, enrich, and publish large data sets with end-to-end visibility in an interactive environment. You can integrate your data with other Oracle Cloud Services, such as Oracle Business Intelligence Cloud Service, for down-stream analysis. Profile metrics and visualizations are important features of Oracle Big Data Preparation Cloud Service. When a data set is ingested, you have visual access to the profile results and summary of each column that was profiled, and the results of duplicate entity analysis completed on your entire data set. Visualize governance tasks on the service Home page with easily understood runtime metrics, data health reports, and alerts. Keep track of your transforms and ensure that files are processed correctly. See the entire data pipeline, from ingestion to enrichment and publishing.

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IBM Watson Studio

IBM

Build, run and manage AI models, and optimize decisions at scale across any cloud. IBM Watson Studio empowers you to operationalize AI anywhere as part of IBM Cloud Pak® for Data, the IBM data and AI platform. Unite teams, simplify AI lifecycle management and accelerate time to value with an open, flexible multicloud architecture. Automate AI lifecycles with ModelOps pipelines. Speed data science development with AutoAI. Prepare and build models visually and programmatically. Deploy and run models through one-click integration. Promote AI governance with fair, explainable AI. Drive better business outcomes by optimizing decisions. Use open source frameworks like PyTorch, TensorFlow and scikit-learn. Bring together the development tools including popular IDEs, Jupyter notebooks, JupterLab and CLIs — or languages such as Python, R and Scala. IBM Watson Studio helps you build and scale AI with trust and transparency by automating AI lifecycle management.

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Mozart Data

Mozart Data is the all-in-one modern data platform that makes it easy to consolidate, organize, and analyze data. Start making data-driven decisions by setting up a modern data stack in an hour - no engineering required.

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Conversionomics

Set up all the automated connections you want, no per connection charges. Set up all the automated connections you want, no per-connection charges. Set up and scale your cloud data warehouse and processing operations – no tech expertise required. Improvise and ask the hard questions of your data – you’ve prepared it all with Conversionomics. It’s your data and you can do what you want with it – really. Conversionomics writes complex SQL for you to combine source data, lookups, and table relationships. Use preset Joins and common SQL or write your own SQL to customize your query and automate any action you could possibly want. Conversionomics is an efficient data aggregation tool that offers a simple user interface that makes it easy to quickly build data API sources. From those sources, you’ll be able to create impressive and interactive dashboards and reports using our templates or your favorite data visualization tools.

Starting Price: $250 per month

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HyperSense

Subex

HyperSense platform is an augmented analytics, cloud-native, and SaaS-based platform that helps enterprises make faster, better decisions by leveraging Artificial Intelligence (AI) across the data value chain. It easily aggregates data from disparate sources, turns data into insights by building, interpreting, and tuning AI models, and shares their findings across the organization. HyperSense is a one-stop solution that helps telecom enterprises accelerate business decision-making, leveraging self-serve AI. It offers a no-code, easy-to-use, quick-to-set-up environment, empowering business users, domain experts, and data scientists to build and operate AI models across the organization.

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Alteryx Designer

Alteryx

Drag-and-drop tools and generative AI enable analysts to prepare & blend data up to 100 faster than traditional solutions. Self-service data analytics platform puts the power in every analyst’s hands and removes expensive bottlenecks in the analytics journey. Alteryx Designer is a self-service data analytics platform designed to empower analysts by enabling them to prepare, blend, and analyze data using intuitive, drag-and-drop tools. The platform supports over 300 tools for automation and integrates with more than 80 data sources. With a focus on low-code and no-code capabilities, Alteryx Designer allows users to easily create analytic workflows, accelerate analytics processes with generative AI, and generate insights without needing advanced programming skills. It also enables the output of results to over 70 different tools, making it highly versatile. Designed for efficiency, it allows businesses to speed up data preparation and analysis.

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Astera Dataprep

Astera

Astera Dataprep is an AI-powered, chat-based data preparation solution that lets users clean, transform, and ready raw data for analysis, reporting, and integration using natural language commands through a simple conversational interface, eliminating the need for coding, complex formulas, or technical skills; you describe what you want in plain English and it performs actions like merging, filtering, deduplicating, reshaping, and transforming data in real time while showing an interactive Excel-like preview of changes. It connects to diverse sources such as spreadsheets, CSV files, database tables, and cloud storage, so you can combine multi-source data in one workspace, visualize data quality issues like missing values and duplicates, fix them instantly, and ensure consistent, accurate results. Users can save preparation steps as reusable workflows, schedule automated jobs to keep data up to date, and export clean data to analytics or BI tools.

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Best Data Preparation Software in Germany

Compare the Top Data Preparation Software in Germany as of April 2026

What is Data Preparation Software in Germany?