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A platform that provides the tools & services to
connect research & analytics companies to the data
which they depend upon.
© 2021 InfluxData Inc. All Rights Reserved.
© 2021 InfluxData Inc. All Rights Reserved.
Project Overview : Transforming Email Reports
• Consume messages from Apache Kafka
• Aggregate and store in Influxdb
• Goal is to generate self serving dashboards
• High volume mismatch issue solved by
• adding unique tag
• building point cache
• randomizing timestamp
© 2021 InfluxData Inc. All Rights Reserved.
© 2021 InfluxData Inc. All Rights Reserved.
Architecture
& Usage of
InfluxDB
© 2021 InfluxData Inc. All Rights Reserved.
© 2021 InfluxData Inc. All Rights Reserved.
Self Serving Dashboard
© 2021 InfluxData Inc. All Rights Reserved.
© 2021 InfluxData Inc. All Rights Reserved.
Project Overview : Anomaly Detection
• into a problem of counts mismatch for high traffic Kafka topics and we solved it by randomizing timestamp and building cache.
• Collecting tons of data from various sources
• Storing count of collected data in InfluxDB
• Goal is to find anomalies in data
• There are three types of anomalies:
• sudden drops
• volume decay
• deadman
© 2021 InfluxData Inc. All Rights Reserved.
© 2021 InfluxData Inc. All Rights Reserved.
Usage of InfluxDB
• into a problem of counts mismatch for high traffic Kafka topics and we solved it by randomizing timestamp and building cache.
• Storing results of Anomaly
Detection into InfluxDB
• Alerts - Tick scripts
• Using dynamic thresholds
• Alert handling:
• slack channel
• email (sms)
© 2021 InfluxData Inc. All Rights Reserved.
© 2021 InfluxData Inc. All Rights Reserved.
Visualizing
• Slack alert
• which stream
• anomaly strength
• threshold
• Visualization in Grafana
• Obtaining data from
InfluxDB
© 2021 InfluxData Inc. All Rights Reserved.
Q&A
© 2021 InfluxData Inc. All Rights Reserved.
Thank You

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Marina Svicevic, Milos Pavkovic, Mladen Maric, Vijeta Hingorani [Socialgist] | Transforming Email Reports into Self-Serving Dashboards & Detecting Anomalies In-Stream | InfluxDays NA 2021

  • 1. A platform that provides the tools & services to connect research & analytics companies to the data which they depend upon.
  • 2.
  • 3. © 2021 InfluxData Inc. All Rights Reserved. © 2021 InfluxData Inc. All Rights Reserved. Project Overview : Transforming Email Reports • Consume messages from Apache Kafka • Aggregate and store in Influxdb • Goal is to generate self serving dashboards • High volume mismatch issue solved by • adding unique tag • building point cache • randomizing timestamp
  • 4. © 2021 InfluxData Inc. All Rights Reserved. © 2021 InfluxData Inc. All Rights Reserved. Architecture & Usage of InfluxDB
  • 5. © 2021 InfluxData Inc. All Rights Reserved. © 2021 InfluxData Inc. All Rights Reserved. Self Serving Dashboard
  • 6. © 2021 InfluxData Inc. All Rights Reserved. © 2021 InfluxData Inc. All Rights Reserved. Project Overview : Anomaly Detection • into a problem of counts mismatch for high traffic Kafka topics and we solved it by randomizing timestamp and building cache. • Collecting tons of data from various sources • Storing count of collected data in InfluxDB • Goal is to find anomalies in data • There are three types of anomalies: • sudden drops • volume decay • deadman
  • 7. © 2021 InfluxData Inc. All Rights Reserved. © 2021 InfluxData Inc. All Rights Reserved. Usage of InfluxDB • into a problem of counts mismatch for high traffic Kafka topics and we solved it by randomizing timestamp and building cache. • Storing results of Anomaly Detection into InfluxDB • Alerts - Tick scripts • Using dynamic thresholds • Alert handling: • slack channel • email (sms)
  • 8. © 2021 InfluxData Inc. All Rights Reserved. © 2021 InfluxData Inc. All Rights Reserved. Visualizing • Slack alert • which stream • anomaly strength • threshold • Visualization in Grafana • Obtaining data from InfluxDB
  • 9. © 2021 InfluxData Inc. All Rights Reserved. Q&A
  • 10. © 2021 InfluxData Inc. All Rights Reserved. Thank You