Data Analytics Pipeline

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About the Client

KCF effectively connects cutting-edge technologies with real-world solutions that improve industrial facilities and the communities they serve for a sustainable future.

KCF envisions a world where its customers have zero injuries, zero waste, and zero asset failures.

Their mission is to transform American industry by solving critical Industry 4.0 problems through the convergence of technology and people. KCF develops smart, gritty solutions that tackle your toughest challenges.

KCF-Architecture-Assessment

Current State Challenges

Analytics Analytics-white
Data Analytics Framework

Implementing end-to-end data analytics frameworks to uphold the accuracy, completeness, and reliability of data across its entire lifecycle

Application-Modernization Application-Modernization-white
Unified Data Analytics Pipeline

Establishing a unified data analytics pipeline for consistent ingestion and analytics checks across Delta Lake

Edge-Computing Edge-Computing-white
Cost-Effective

Ensuring the pipeline is cost-effective, considering factors such as storage, processing, and data transfer costs

Mobility Mobility-white
Data Quality Checks

Implementing robust data quality checks across multiple stages of the data lifecycle

People-and-Process People-and-Process-white
Regression

Mitigating regression in a data analytics framework & addressing the deterioration of data analytics over time or with system changes

Why Choose Infoservices

  • Info Services helps customers implement scalable and cost-effective solutions tailor-made to fit their business needs, particularly in data & analytics solutions.
  • Info Services brought niche capabilities required for streaming initiatives with extremely talented AWS solution architects and data engineers who successfully implemented the solution.
  • Also, the company invests in technologies and employees to create a challenging environment that paves the way for professional growth for their associates.
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Technologies used

AWS Services
  • Athena
  • Glue
  • S3
  • Cloudwatch
Tools and Scripts
  • Glue Crawler
  • Internal Scripts

Architecture Diagram

dqp-Production Pipeline

Partner solutions

  • Leveraged AWS services & implemented a seamless process initiated by Glue crawler.
  • Seamlessly interacted with existing client data in AWS Delta Lake.
  • Utilized CloudWatch logs to monitor changes.
  • Deployed AWS Glue to efficiently transform raw data.
  • Enabled the querying of transformed data using AWS Athena.
  • Populated a dedicated table, forming the foundation for generating HTML reports.

Results & Benefits

  • Successfully implemented end-to-end testing pipeline for delta tables.
  • Executed a cost-effective strategy to test data residing in AWS S3.
  • Configured and maintained diverse data analytics test cases with ease.
  • Automated test results reports are delivered directly to our inbox.
  • Produced detailed HTML reports containing all pertinent information.
  • Ongoing maintenance, including updates, monitoring, and issue resolution, handled seamlessly.
  • Implemented checks for completeness, accuracy, consistency, and timeliness.
  • Ensured stable data for accurate business decision-making.

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