url: https://swiftask.ai/ai-integration/celonis-ems/process-data-cleaning
dateModified: 2026-04-04T15:51:26Z
headline: Automated process data cleaning for Celonis EMS with Swiftask
description: Optimize your Celonis EMS analysis. Clean and normalize your process data automatically with our AI agents. No-code, high accuracy.
text: Automatically clean your Celonis EMS process data with AISwiftask integrates with Celonis EMS to automate the cleaning and preparation of your process data. Eliminate errors and boost reliability.Result:Turn raw data into actionable insights instantly. Reduce preparation cycles by 80%.Manual data prep is slowing down your Celonis analysisProcess mining demands flawless data. Yet, data extracted from ERPs is often inconsistent, incomplete, or poorly formatted. This manual cleaning step is time-consuming and error-prone, delaying critical strategic decisions.Main negative impacts:Unusable data: Inconsistent logs lead to erroneous process analyses, distorting your understanding of operational reality.IT bottlenecks: Relying on data teams to transform files overloads IT departments and slows down time-to-insight.High maintenance costs: Custom cleaning scripts are fragile and require constant maintenance whenever source systems evolve.Swiftask deploys specialized AI agents that clean, normalize, and structure your process data in real-time before injection into Celonis EMS.BEFORE / AFTERWhat changes with SwiftaskThe traditional processAnalysts extract raw logs, spend hours in Excel or Python correcting formats, managing missing values, and reconciling IDs. If data changes, the work starts over.The Swiftask approachYour Swiftask AI agent ingests raw data, applies intelligent cleaning rules, detects anomalies, and prepares a clean, ready-to-use dataset for Celonis EMS, automatically.Start for freeDeploying your cleaning agent in 4 stepsSTEP 1 : Define cleaning rulesConfigure your agent's directives: date formats, null handling, entity reconciliation, deduplication.STEP 2 : Connect data sourcesSwiftask connects to your ERPs or data lakes via secure connectors to pull raw process data.STEP 3 : AI engine executionThe agent analyzes and cleans data according to your rules, flagging complex anomalies for human review.STEP 4 : Export to Celonis EMSPurified data is automatically pushed to Celonis EMS, ready for your process mining analysis.Start for freeIntelligent cleaning capabilitiesThe agent evaluates temporal consistency, format validity, and case attribute completeness.Target connector: The agent performs the right actions in celonis ems based on event context.Automated actions: Normalization of heterogeneous formats. Intelligent imputation of missing values. Detection and removal of duplicates. Standardization of activity labels. Validation of complex business rules.Native governance: Swiftask maintains a complete audit log of every transformation performed to ensure data transparency.Each action is contextualized and executed automatically at the right time.Each Swiftask agent uses a dedicated identity (e.g. agent-celonis-ems@swiftask.ai ). You keep full visibility on every action and every sent message.Key takeaway: The agent automates repetitive decisions and leaves high-value actions to your teams.Start for freeBenefits for your data team1. Analysis accuracyClean data ensures a faithful representation of your business processes.2. Increased agilityAdapt your cleaning rules in seconds without writing a line of code.3. Operational time savingsAutomate repetitive prep tasks to free up your experts.4. Total scalabilityHandle growing data volumes without proportional workload increases.5. Guaranteed complianceEnsure traceability of your data in line with governance requirements.Start for freeData security and governanceSwiftask applies enterprise-grade security standards for your celonis ems automations.End-to-end encryption: All processed data is encrypted at rest and in transit.Controlled access: Granular permission management for sensitive data access.Immutable audit logs: Full traceability of transformations for internal audits.GDPR compliance: Cleaning processes that respect data protection standards.To learn more about compliance, visit the Swiftask governance page for detailed security architecture information.Start for freeRESULTSImpact on your data operationsMetricBeforeAfterPreparation timeDays per cycleMinutes in real-timeError rateHigh (manual)Minimal (AI)Maintenance costHigh (dedicated scripts)Reduced (no-code)Insight reliabilityVariableGuaranteedStart for freeTake action with celonis emsTurn raw data into actionable insights instantly. Reduce preparation cycles by 80%.Book a demo7-day free trialAnticipate your results with Celonis EMS and SwiftaskNext use case
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