Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
DevopsdaysIndia 2018: Loki, Prometheus but for ...
Search
Goutham Veeramachaneni
December 09, 2018
Programming
1
2.2k
DevopsdaysIndia 2018: Loki, Prometheus but for logs
Goutham Veeramachaneni
December 09, 2018
Tweet
Share
More Decks by Goutham Veeramachaneni
See All by Goutham Veeramachaneni
Storage in 2.0
gouthamve
1
130
Other Decks in Programming
See All in Programming
CI_CD「健康診断」のススメ。現場でのボトルネック特定から、健康診断を通じた組織的な改善手法
teamlab
PRO
0
150
Conquering Massive Traffic Spikes in Ruby Applications with Pitchfork
riseshia
0
140
ABEMAモバイルアプリが Kotlin Multiplatformと歩んだ5年 ─ 導入と運用、成功と課題 / iOSDC 2025
akkyie
0
300
エンジニアとして高みを目指す、 利益を生み出す設計の考え方 / design-for-profit
minodriven
23
11k
GraphQL×Railsアプリのデータベース負荷分散 - 月間3,000万人利用サービスを無停止で
koxya
1
1k
Model Pollution
hschwentner
1
180
どの様にAIエージェントと 協業すべきだったのか?
takefumiyoshii
1
550
麻雀点数計算問題生成タスクから学ぶ Single Agentの限界と Agentic Workflowの底力
po3rin
5
2k
10年もののAPIサーバーにおけるCI/CDの改善の奮闘
mbook
0
650
Web Components で実現する Hotwire とフロントエンドフレームワークの橋渡し / Bridging with Web Components
da1chi
2
1.4k
CSS Linter の現在地 2025年のベストプラクティスを探る
ryo_manba
10
3.2k
CSC509 Lecture 02
javiergs
PRO
0
400
Featured
See All Featured
Evolution of real-time – Irina Nazarova, EuRuKo, 2024
irinanazarova
8
950
Build your cross-platform service in a week with App Engine
jlugia
231
18k
Done Done
chrislema
185
16k
Typedesign – Prime Four
hannesfritz
42
2.8k
[RailsConf 2023] Rails as a piece of cake
palkan
57
5.9k
Connecting the Dots Between Site Speed, User Experience & Your Business [WebExpo 2025]
tammyeverts
8
570
How to Ace a Technical Interview
jacobian
280
23k
Sharpening the Axe: The Primacy of Toolmaking
bcantrill
45
2.5k
We Have a Design System, Now What?
morganepeng
53
7.8k
Scaling GitHub
holman
463
140k
Templates, Plugins, & Blocks: Oh My! Creating the theme that thinks of everything
marktimemedia
31
2.5k
VelocityConf: Rendering Performance Case Studies
addyosmani
332
24k
Transcript
Loki Like Prometheus, but for logs Goutham Veeramachaneni @gouthamve DevOpsDaysIndia
2018
putadent gouthamve
QQQ
Outline • Quick Grafana intro • Full observability • Loki
• The future
Grafana intro
Grafana From Dashboarding solution To Observability platform
Unified way to look at data from different sources Logos
of datasources
Full Observability Picture credits: Peter Bourgon
Troubleshooting journey
Instrumenting an app
App • Classic 3-tiered app • Deployed in Kubernetes •
It’s running, but how is it doing? Load balancers App servers DB servers
Add instrumentation • Prometheus for metrics • Loki for logs
• Jaeger for traces
Change app • Introduce a bug • Let’s debug this
with our new tools
Demo: http://localhost:3000/explore
Loki: Grafana logging in detail
Goal: Keeping it simple https://twitter.com/alicegoldfuss/status/981947777256079360
Logs should be cheap! Existing Solutions are hard to scale
and operate You don’t need full text search / indexing Metrics, Logs and Traces need to work together More Goals
Logging for Kubernetes {job=”app1”} {job=”app3”} {job=”app2”}
Logging for Kubernetes (2) {job=”app1”} {job=”app3”} {job=”app2”}
Service Discovery for Grafana Logging • Prometheus-style service discovery of
logging targets • Labels are indexed as metadata, e.g.: {job=”app1”} • Relabeling rules
Logging architecture {job=”app1”} {job=”app2”} Node Logging agent Logging service Logging
datasource
Logging architecture {job=”app1”} {job=”app2”} Node Promtail Loki Logging datasource
Loki: Architecture Your jobs Distributor Ingester Index Chunks Querier
Loki: Write Path Your jobs Distributor Ingester Index Chunks
Distributor Distributor Ingester Use consistent hashing to assign a timestream
to an ingester.
Loki: Write Path Ingester {job=”app1”, instance=”...”,..} {job=”app2”, instance=”...”,..} Log line
Loki: Write Path Ingester {job=”app2”, instance=”...”,..} Index Chunks
Loki: Read Path Ingester Index Chunks Querier
Loki: Scalability Index Chunks Bigtable DynamoDB Cassandra BOLTDB GCS S3
Ceph / Minio FILES Distributor Ingester Querier
Loki: Status • Alpha software • Focus on correctness, ease-of-use
first, performance later • Onboard paying customers in Q1 2019 • Beyond Kubernetes
• Cheap but not free :) • Grep + Parsing
in browser • Can’t do complicated queries Loki: Caveats
What we’re working on
Enable Explore UI (BETA: Prometheus) Behind feature flag. To enable,
edit Grafana config ini file [explore] enabled = true Set up a datasource that supports Explore, e.g., Prometheus. Will be released in 6.0 (Feb 2019)
Integrate Tracing • Associate traces with logs and metrics •
Labels FTW • Aiming for Q2 2019
Logging UI needs to be refined still behind feature flag,
feedback welcome: @davkals or
[email protected]
UX improvements on logs and metrics views Performance improvements
One last thing...
https://www.grafanacon.org/2019/
Tack for listening Questions to
[email protected]
@putadent