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Analytics made intuitive,AI made reliableWorkflows for your best data work — ETL, data analytics, predictive AI and data-aware agent building. Download KNIME for freeContact SalesShow me howTry onlineThis is a node. Nodes perform discrete actions on data.Like access, read, transform, merge, split, learn, predict, write, visualize.Connect nodes together to create a workflow.Workflows depict sequential steps performed on data from left to right.You decide when to run your workflow.Run the workflow node by node, in segments, or all at once. Re-run any time.Workflows let you do (almost) anything with data—like clean and filter.For example, looking at customer data from a specific region.Workflows let you do (almost) anything with data—like perform a simple analysis.For example, comparing budget vs. actual spend.Workflows let you do (almost) anything with data—like perform an advanced analysis.For example, using a decision tree for understanding churn.…and more.e.g. geospatial analysis, image analysis, deep learning, generative AI, and much more.And it's intuitive.Start with any data science experience and level up over time.BackNextBring data & AI solutions to your organization, safely.KNIME is a single platform for end-to-end data science. Beyond building workflows, commercial teams leverage KNIME to ensure sensitive data is kept safe, analytics and AI models are validated and monitored, and results are verified and explainable.Explore KNIME Software for Enterprises Connect to any data source and AI model Microsoft Fabric Amazon Redshift Microsoft Azure Snowflake Databricks Google BigQuery Google Cloud Exchange Online SharePoint Microsoft Access Amazon S3 Google Drive Google Sheets Microsoft 365 Oracle SAP Box Google Analytics Power BI Amazon Athena Salesforce Tableau MongoDB PostgreSQL SQL Server Microsoft Fabric Amazon Redshift Microsoft Azure Snowflake Databricks Google BigQuery Google Cloud Exchange Online SharePoint Microsoft Access Amazon S3 Google Drive Google Sheets Microsoft 365 Oracle SAP Box Google Analytics Power BI Amazon Athena Salesforce Tableau MongoDB PostgreSQL SQL Server DeepSeek Google Gemini IBM Watson Ollama Anthropic Claude OpenAI Hugging Face GPT4All TomTom ArcGIS Yandex OpenStreetMap SAS H2 Database Teradata Vertica TIBCO Spotfire Neo4j OrientDB Apache Impala Selenium Apache Spark Apache Kafka Apache Hive Delta Lake Google Ads DeepSeek Google Gemini IBM Watson Ollama Anthropic Claude OpenAI Hugging Face GPT4All TomTom ArcGIS Yandex OpenStreetMap SAS H2 Database Teradata Vertica TIBCO Spotfire Neo4j OrientDB Apache Impala Selenium Apache Spark Apache Kafka Apache Hive Delta Lake Google Ads Explore KNIME Integrations Blend & TransformAccess any data type from any source with 300+ connectors.Model & VisualizeChoose from a complete range of analytic and AI methods and models.Deploy & MonitorSecurely deploy data science solutions with a standard process.Consume & InteractGo enterprise-scale, with cloud-native architecture.Hear from our customers“KNIME is easy to learn and adopt and is an integral part of our corporate Citizen Data Scientist training program. We’ve had engineers go from complete beginners to analytics practitioners within a few months.”Allan LukDirector of Data Science and Analytics Business SolutionsRead success storyRead moreEmpower teams across industries & departmentsManufacturingLife SciencesFinancial ServicesRetail & CPGPublic SectorIndustryManufacturingReduce supply chain disruptions, improve production quality and safety, and boost profitability with better insights into the manufacturing process.Learn moreEmpower all data usersBusiness & domain expertsAccess data & derive insights, without IT dependenceAutomate spreadsheet and other manual, repetitive data tasksWork with large datasets & advanced techniques, without codeUse a library of blueprints and a genAI assistant for faster upskillingLearn moreData expertsAccess all popular AI/ML libraries including LLMs through an open ecosystemScript in a language of your choice through pre-built integrationsCollaborate, share and re-use with ease, capture domain expertiseCreate custom KNIME nodes & extend your platformLearn moreEnd usersGain insight from advanced analytics without any codeInject domain expertise into analytic modelsBring data-driven decisioning with in-the-moment insightsLearn moreMLOps & ITAutomate testing, validation, deployment & monitoring & retraining of modelsAdminister access for data security & governance in one centralized platformContinuously deploy and scale flexibly, on prem or in the cloudLearn moreHere's what customers love about KNIME Get startedTake your first steps into advanced analytics and start making sense of data today.Download KNIMERequest a demoStart learning --- About KNIMEMeet the team that aims to advance the impact and understanding of data science through visual programming and being the sober voice in a cluttered and often overhyped space.KNIME is an open source platform built to productionize data science from day 1 by a team with a strong scientific background. Today it has a strong user community of 300,000+  across all industries and in over 60 countries.Read moreOpen for Innovation: The Case for OpennessThere’s a general agreement that opening up previously closed or exclusive platforms, processes, tools, organizational boundaries, idea sourcing or funding can speed up innovation. At KNIME, we know that there is something inherently advantageous in the way open platforms and their communities are designed that accelerates data-driven innovation.Read moreVisit UsZurich (HQ)KNIME AGTalacker 508001 ZürichSwitzerlandMapBerlinKNIME GmbHKörtestr. 1010967 BerlinGermanyMapKonstanzKNIME GmbHReichenaustr. 1178467 KonstanzGermanyMapAustinKNIME Inc.10900 Stonelake BlvdQuarry Oaks 2, Suite 150Austin, TX 78759, U.S.A.Map --- KNIME PartnersWelcome to the world of KNIME Partners.Become a partnerPartners at KNIMECurrent PartnersAccess the Partner Portal for technical, training, sales, marketing, or other resources.registration requiredAccess Partner PortalProspective PartnersLearn more about our Partner Program, and apply to join us.Learn moreFind a PartnerFind a partner who can provide services such as consulting, data science expertise, and more.Partner FinderFeatured Technology Partner: SnowflakeLearn moreIf you're a partner or prospective partner with an active customer project for which KNIME may be a fit, please submit your leads here.KNIME Partner Awards 2025Mydral and INFOCOM are the winners of the KNIME Partner of the Year and KNIME Innovation Partner of the Year 2025 respectively for their expertise, innovation, and commitment to the KNIME ecosystem.The KNIME Partner Team announced winners of the 2025 KNIME Partner Awards at KNIME Spring Summit in Berlin.Read morePartner Program BenefitsPartner Portal: exclusive material for KNIME partnersSales & Marketing Support: support for sales and marketing teams with sales training and deal shadowingEvent Support: lead generation events, joint PR and evangelism activitiesLead Registration Form: commissions credit, sales and tech support, sales process ownershipKNIME Business Hub License: free license for internal, non-commercial use and demosPartner Share: commission for lead source, assist, technical support, and renewalsBecome a PartnerThe KNIME Partner Program:Victor Toledo, coreDevXVictor Toledo is the Director of Analytics at coreDevX. Hear what he has to say about being a KNIME Partner! Partner ResourcesPartner Award ProgramThis program recognizes partners who share best practice, demonstrate outstanding customer service, deliver quality projects, and more.Learn morePartner Plan and CommissionsRead and download our detailed Partner Plan and Commissions document.Read moreRegistered PartnersRegistered Partners can log in here for access to the KNIME Partner Portal.Access Partner Portal Cookie SettingsWe use cookies and similar technologies to improve user experience and analyze website traffic. For these reasons, we may share your site usage data with our analytics partners. If you do not wish this, click here. For more information read our privacy policy.Accept and close --- TemplatesQuick SearchTopicAll TopicsAnalyticsAnalytics ConsultingAuditAutomationBio & CheminformaticsData BlendingData TransformationData basics how-toDataviz & Data AppsSee moreTopicClear AllHow to Build a Naive Bayes ModelNaive Bayes is a popular machine learning algorithm used to predict which of two (or more) possible outcomes is more likely — for example, whether a customer...Machine LearningData basics how-toStats & ScoringView templateHow to Loop Over Subsamples of DataLooping over subsamples of data means systematically processing distinct groups within a dataset—such as categories or classes—so you can analyze each group...AutomationData TransformationData basics how-toView templateHow to Detect and Deal with OutliersOutlier detection and management is a core process in data analysis, aimed at identifying data points that deviate significantly from the majority of a dataset.Stats & ScoringData basics how-toData TransformationView templateHow to Transform Data Using IF–ELSE RulesTransforming data with IF–ELSE rules means applying conditional logic to create new features or categories from existing data. Data TransformationData basics how-toView templateHow to Build a Simple Geospatial MapA geospatial map visually represents data tied to specific locations, allowing you to explore patterns and relationships across geographic regions.Data basics how-toDataviz & Data AppsData TransformationView templateHow to Aggregate DataAggregating data means combining records to produce summary statistics, such as averages or totals, grouped by a specific category.Data basics how-toData TransformationView templateHow to Operate with Numbers, Strings and RulesWorking with data often requires transforming numbers, text, and categories to extract meaning or prepare for analysis.Data TransformationData basics how-toView templateHow to Modify Database TablesModifying database tables involves creating, updating, and deleting tables as well as moving data between systems. Data TransformationData basics how-toView templateHow to Filter RowsFiltering rows is a core data analysis task that lets you focus on the most relevant records in your dataset. Data basics how-toData TransformationView templateLoad more Cookie SettingsWe use cookies and similar technologies to improve user experience and analyze website traffic. For these reasons, we may share your site usage data with our analytics partners. If you do not wish this, click here. For more information read our privacy policy.Accept and close