detecting outages with telemetry
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Detecting outages with telemetry Alessio Placitelli - @dexterp37 - PowerPoint PPT Presentation

Detecting outages with telemetry Alessio Placitelli - @dexterp37 June 16th - Internet Measurement Village 2020 Italy, March 11th - 2020 Tales from a mid-pandemic network outage Public 2 ...failure on a foreign network... Source :


  1. Detecting outages with telemetry Alessio Placitelli - @dexterp37 June 16th - Internet Measurement Village 2020

  2. Italy, March 11th - 2020 Tales from a mid-pandemic network outage Public 2

  3. “...failure on a foreign network...” Source : “Sharing data on Italy’s mid-pandemic internet outage” - https://mzl.la/italy-outage 3

  4. Network outage in Italy How many Firefox desktop users were affected by the mid-pandemic outage? Public 4

  5. NOPE. These were for something completely different! Public 5

  6. “The internet is a global public resource that must remain open and accessible.” Mozilla Manifesto Principle 2  https://www.mozilla.org/about/manifesto/ Public 6

  7. 1. Our methodology is open Key 2. What happened in Italy on March 11th, 2020? takeaways 3. What showed up in Jammu & Kashmir in 2019? Public

  8. 1. Performance metrics for our products 2. Packaged in pings sent at Telemetry controlled schedules A quick overview 3. Following our Lean Data Practices (www.leandatapractices.com) Public 8

  9. 1. Relevant metrics travel in the main and health pings. Firefox 2. Documentation for metrics and telemetry pings is publicly available. How does it work? 3. probes.telemetry.mozilla.org Public 9

  10. 1. Ideally sent once per day around local midnight. The 2. Is the main transport for Firefox “main” ping telemetry. Schedule and properties 3. Includes DNS, SSL and TLS metrics... Public 10

  11. 1. dns_failed_lookup_time 2. dns_lookup_time The 3. ssl_cert_verification_errors “main” ping 4. http_page_tls_handshake Interesting metrics 5. ... Public 11

  12. 1. Telemetry health about... telemetry. The 2. Extremely small (~800 bytes). “health” ping 3. Collected at most once per hour in case of problems. Schedule and properties 4. Includes the reason why the HTTPS upload failed. Public 12

  13. Our open methodology From raw data to pretty graphs Public 13

  14. Throw away that IP address! Right after matching the IP with a country lookup, at ingestion! https://github.com/mozilla/gcp-ingestion/blob/fbfb5d28490a17d4 3329b44a1a8259bbcc0d7b20/ingestion-beam/src/main/java/com/ mozilla/telemetry/Decoder.java#L64L69 Public 14

  15. Cleanup: remove “inactive” sessions Not all the “main” pings are representative. “Who can even open 100 websites in 1 second?” Public 15

  16. Aggregation: step 1 - geographical Group the data by Country. Drop the data for Countries with too few samples. Public 16

  17. Aggregation: step 2 - counting things! Count how many sessions reported a metric, within the given timeframe. Example: how many sessions had DNS_LOOKUP_TIME ? Public 17

  18. Aggregation: step 3 - create timing profiles Combine the user-reported time distributions in a single distribution, for a given timeframe. Example: what’s the shape of DNS_LOOKUP_TIME in Italy, today? Public 18

  19. Investigation: look for anomalies in the data How do certain measures compare against a baseline? Were there anomalous spikes, surges, holes in the time series? Public 19

  20. Jammu & Kashmir - 2019 Network interferences starting from August 5th Public 20

  21. Jammu & Kashmir How many Firefox desktop users were affected (normalized count)? Jammu & Kashmir Outside of Jammu & Kashmir Scaled Daily Active Users Telemetry creation date Public 21

  22. Jammu & Kashmir The average time it takes for an unsuccessful DNS resolution, in milliseconds Jammu & Kashmir Outside of Jammu & Kashmir Log Scale Time (ms) Telemetry creation date Public 22

  23. Jammu & Kashmir The proportion of active session with no DNS resolved Jammu & Kashmir Outside of Jammu & Kashmir Prop. Daily Active Users Telemetry creation date Public 23

  24. What’s next? How are we moving this project forward Public 24

  25. 01 Productionize our datasets

  26. 02 Validate the data

  27. 03 Community collaboration

  28. Our team Solana Larsen Saptarshi Guha Jochai Ben-Avie Alessio Placitelli Editor, Internet Health Data Scientist Head of International Telemetry Engineer, Report Public Policy Project Lead Special thanks to Rebecca Weiss for advising on the project, and to Hamilton Ulmer for the graphics on the Italian focus Public 28

  29. Thank you! Reach out to: outages@mozilla.com

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