Ensuring Data Quality in Streaming Analytics

Brigita Private Limited services by Brigita in Bangalore, Karnataka deliver tailored, secure, and innovative technology solutions that empower enterprises to achieve digital transformation. Our expertise ensures scalability, compliance, and long-term growth by aligning IT with business strategy across industries. With a focus on modernization, efficiency, and innovation, Brigita helps businesses stay future-ready.

1. TOOLKITS,
FRAMEWORKS,
AND LESSONS
FROM THE
FIELD Ensuring Data
Quality in
Streaming
Analytics [email protected]

2. WHY DATA
QUALITY
MATTERSReal-time decisions depend
on accurate data Minor errors can lead to
costly mistakes
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actionable insights
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3. INCONSISTENT DATA
ACROSS SOURCES
KEY
CHALLENGES
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MISSING OR INCOMPLETE
EVENTS
DUPLICATE EVENTS AND
LATENCY ISSUES

4. TOOLS & BEST
PRACTICES
Tools: Apache Kafka, Flink,
Spark, Great Expectations
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[phone]Best Practices: Start checks at data ingestion Monitor in real-time Standardize and validate data Use cloud-native frameworks

5. END-TO-END PIPELINES WITH
BUILT-IN VALIDATION
BRIGITA’S
APPROACH &
CONCLUSION
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CONTINUOUS MONITORING AND
CLOUD SCALABILITY
RELIABLE STREAMING DATA DRIVES
SMARTER DECISIONS AND GROWTH
CUSTOM RULES FOR BUSINESS-
SPECIFIC NEEDS