~/talks

Liz Fong Jones

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titleconferencedate
30 to 70 PRs a day: How we managed to not wreck our systemsPyCon AU 20262026-08-26
Data and concrete changes decide whether to watch not buzzwords Here is what the session actually claims and shows over eighteen months at Honeycomb a monorepo…
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Making Reproducible Builds Faster with Docker BakeSREcon25 Europe/Middle East/Africa2025-10-07
Honeycomb replaces multi-step workspace copying with Docker Bake plus BuildKit to keep outputs on one worker and chain targets, eliminating writing ~3 GB per…
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Lightning Talk - AI is Like ChocolateSREcon25 Europe/Middle East/Africa2025-10-07
Claim: AI is useful but not universal — it works in many pipelines but breaks when shoehorned everywhere. Recommendations: always disclose training data use…
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Scaling Telemetry Systems with Streaming & ServerlessNDC Melbourne 20252025-04-29
Telemetry ingestion grows from ~200k to 4 million trace spans/sec so Kafka becomes the persistent, ordered buffer with hourly consumer checkpoints to S3…
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Using Serverless & ARM64 for Real-Time ObservabilityGOTO Chicago 20242024-10-21
Built a query engine (Retriever) that pulls recent NVMe segments and months of archive from S3, shards the work into tens of thousands of AWS Lambda workers…
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Building & Running a Scuba-Inspired Observability ToolReliability @Scale 20242024-10-09
Honeycomb builds Retriever, a columnar datastore that pairs NVMe-local shards and Kafka ingest with S3 tiering and tens of thousands of concurrent Lambdas for…
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Using serverless functions for real-time observabilityCPH DevFest 20242024-08-26
A custom retriever column store (ClickHouse-like) moves older shards to S3 and farms queries to AWS Lambda + S3 workers so interactive queries cover months of…
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GitOps Sustainability with Flux and arm64cdCon + GitOpsCon 20232023-05-08
Honeycomb migrates many services from x86 to arm64, reporting 30–40% price-performance gains and running 20–30% fewer instances while keeping latency steady…
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Scaling Telemetry Systems with StreamingSREcon23 Americas2023-03-21
Company telemetry grows from 250k to 2.5M events/sec so Kafka becomes the single ingest path; architecture uses ~100 partitions (~200 indexers) with ~50k…
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Managing to Your SLO Amidst ChaosYOW! Melbourne 20222022-12-08
Company runs 14 deployments per day while ingesting ~2 million data points/sec and targets four nines for core ingest, using Kafka + S3 and Kafka+S3 replay to…
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Using Serverless Functions for Real-time ObservabilitySREcon22 Americas2022-03-14
A sub-second query engine at honeycomb.io moves from RAM to local SSD to months of S3-backed segments, then parallelizes heavy queries by spawning 30,000…
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Cultivating Production Excellencelinux.conf.au 20222022-01-14
Argues for measurable production excellence: set SLIs/SLOs (example target 99.9% over 30 days), compute an error budget (1/1,000 requests → 10,000…
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Panel: ObservabilitySREcon212021-10-12
Panel argues observability requires concrete tradeoffs not slogans, showing tools and limits: OpenTelemetry focuses on vendor‑neutral SDKs but not backend…
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Optimizing Cost and Performance with arm64SREcon212021-10-12
Honeycomb.io evaluates and then migrates core services to arm64 over a year, moving 92% of compute workloads to Graviton2 m6g instances; ingestion service…
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Cloud Native and Kubernetes Observability Panel: The State of UnionKubeCon + CloudNativeCon North America 20212021-10-11
Panel gives concrete outcomes and tooling: real cases where tracing and metrics reduced 99th percentile latency by half, adoption paths using OpenTelemetry…
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Identifying Hidden DependenciesSREcon20 Americas2020-12-07
Honeycomb deliberately terminates nodes on purpose to test Zookeeper, Kafka, and indexing durability, running controlled restarts every Monday at 3 PM and…
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Organizing for your Ethical PrinciplesPercona Live Online 20202020-10-20
Examples include Theranos producing bad test kits, Volkswagen cheating emissions tests, Cambridge Analytica running micro‑targeted propaganda, LaLiga’s app…
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Understanding Distributed Systems with OpenTelemetryAll Things Open 20202020-10-19
Claims that OpenTelemetry gives a single set of APIs and automatic instrumentation to observe distributed systems, then demonstrates it: instrumenting a Go…
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Identifying Hidden DependenciesChaos Conf 20202020-10-06
Honeycomb deliberately kills and restarts stateful services (Zookeeper, Kafka, homegrown storage) to find hidden dependencies: manual experiments reveal a…
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Tradeoffs on the road to ObservabilityLeadDev Live 20202020-04-07
Concrete claims and measurable outcomes steer the choice: a 33‑person company Honeycomb.io reports they deploy up to 10 times per day, keep change failure…
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Cultivating Production ExcellenceNDC DevOps 20202020-03-11
Argues that production excellence requires measurable SLOs, observable telemetry, collaboration, and risk-driven prioritization; recommends defining SLI…
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Keynote: (Open)Telemetry Makes Observability SimpleKubeCon + CloudNativeCon North America 20192019-11-18
A merged OpenTracing and OpenCensus becomes OpenTelemetry that provides a single instrumentation API, a language-neutral collector and SDKs for seven…
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Cultivating Production ExcellenceITNEXT Summit 20192019-10-30
Defines production excellence as measurable practices: set 99.9% over 30 days SLOs (example: HTTP 200 and <100ms), compute the error budget (one in a thousand…
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Refining Systems Data without Losing FidelitySREcon19 Europe/Middle East/Africa2019-10-02
Observability at production scale is unaffordable if every event is stored: a 99.95% SLO produces ~2,000× more “good” events than failures. The concrete plan…
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Cultivating production excellenceO'Reilly Velocity Conference 20192019-06-10
Taming the complex distributed systems we’re responsible for doesn’t just require changing the tools and technical approaches we use; it also requires changing…
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How to detangle and understand productionThe Lead Developer New York 20192019-04-30
Argues for concrete practices: define 99.9% SLO over 30 days on business events, measure SLIs like HTTP 200 under 300ms, and use error budget to decide ship…
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SRE for Good: Engineering Intersections between Operations and Social ActivismSREcon18 Europe/Middle East/Africa2018-08-29
Engineers are told to prevent harm by acting early: catch biased models (one government classifier was changed so it if true return detain), stop platforms…
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Keynote: Build skills through hobbies! Bring them to work!!!Con 20182018-05-12
Claims that Puzzle Pirates, World of Warcraft, EVE Online and Factorio produce concrete, transferable skills: mentoring and community building, incident…
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Improving Reliability w/ Error Budgets & SREThe Lead Developer New York 20182018-04-24
Argues that reliability improves only when teams use concrete metrics and automation: define SLIs/SLOs/SLAs, track a service level objective (example: 95th…
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Resolving Outages Faster with Better Debugging StrategiesSREcon18 Americas2018-03-27
Claims that replacing static dashboards with on-the-fly query editing and trace-linked samples cuts mean time to resolve: use a query editor to layer peel from…
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Resolving Outages Faster With Better Debugging StrategiesDevOpsDays NYC 20182018-01-18
A concrete workflow that replaces “look at dashboards” with dynamic query evaluation, arbitrary data joins, and exemplars/dynamic sampling finds a single bad…
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Managing Up and Sideways as an SRESREcon16 Europe2016-07-11
Describes concrete tactics SREs can use without title change: mentorship as mentoring, coaching, sponsoring, using Situation-Behavior-Impact feedback, and…
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Relieving Technical Debt through Short ProjectsSREcon16 Europe2016-07-11
Teams run one- to two-week interrupt reduction projects on a weekly rotation so one site handles most pages while the other focuses on short automation, docs…
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