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BUILDING AND SCALING A LOG ANALYTICS
PLATFORM ā€Ø
- A SERVERLESS APPROACH
Narendran
A BIT ABOUT MEā€¦
Naren
Product Engineer
Scaling A.I to millionsā€Ø
@ MadStreetDen
Python, Golang, FOSS, Cycling,
Travel
TWITTER & GITHUB
@DudeWhoCode
WEBSITE & BLOG
www.dudewho.codes
OUR DISTRIBUTED MICROSERVICES
ARCHITECTING A LOGGING FRAMEWORK
BEHAVIOURS OF DIFFERENT
MICROSERVICES
ā€¢ Mostly Idleā€Ø
ā€¢ Horizontally scales up
ā€¢ Rapid scale downā€Ø
ā€¢ Surges
EXPECTATIONS FROM ANY LOG
FRAMEWORK
ā€¢ High Performance
ā€¢ Secure
ā€¢ No data Loss/overwriting
ā€¢ Dynamically Scalable
ā€¢ Highly Available
ā€¢ Independent
KNOWYOUR LOGS
ā€¢ Real time Analysisā€Ø
ā€¢ Historical Analysisā€Ø
THE CONVENTIONAL ARCHITECTURE
PROBLEMS FACED
THETHING WITH ELK
ā€¢Threadpool queue size in Elastic Searchā€Ø
ā€¢ Adding Logstash ļ¬ltersā€Ø
ā€¢ Burning more money, even for idle
time
WHO WILL MONITORTHE SYSTEMTHAT
MONITORS OTHER SYSTEMS?
WHO WILL MONITORTHE SYSTEMTHAT
MONITORS OTHER SYSTEMS?
WHATSTHE COMMONTHINGTHAT ALL
THE COMPONENTS HAVE?ā€Ø
WHATSTHE COMMONTHINGTHAT ALL
THE COMPONENTS HAVE?ā€Ø
Servers, Servers, Servers
Servers, Servers, Servers
GOING SERVERLESS
(buzzword alert!)
Serverless computingĀ is aĀ cloud computingĀ execution modelĀ in which the cloud provider
dynamically manages the allocation of machine resources.
Pricing is based on the actual amount of resources consumed by an application, rather
than on pre-purchased units of capacity.
- Wikipedia
GOING SERVERLESS
No server is easier to manage than ā€œno serverā€
- Werner Wogels, CTO,Amazon
GOING SERVERLESS
SERVERLESS ARCHITECTURE
AMAZON WEB SERVICES
(AWS)
AWS SERVERLESS
AWS SERVERLESS
AWS SERVERLESS
FAAS ARCHITECTURE
ā€¢The client application from
which we will get our logs
ā€¢ Delivers real-timeĀ streaming dataĀ to other
services such as Amazon S3, Elastic Search.
ā€¢ Conļ¬gurable producers and consumers
ā€¢ Run code without provisioning servers
ā€¢ Event driven, Highly scalable
ā€¢ Store data at massive scale
ā€¢ Storage tier for many serverless applications
ā€¢ Serverless interactive query service
ā€¢ Point to your data source, deļ¬ne the schema, ā€Ø
start querying using standard SQL
ā€¢ Cloud-powered visualization tool
ā€¢ Perform ad-hoc analysis and get quick business
insights
ā€¢ Process streaming data in real time with standard
SQL in real time
ā€¢ Scales automatically to match throughput
ā€¢ Real time log monitoring
ā€¢ Collect and track metrics, log ļ¬les, trigger alarms
MANAGINGTHE SERVERLESS MODEL
1. Web Console
2. Code (AWS SDK)
3. CLI
DEMO
YOU CAN WATCHTHE FOLLOWING
DEMO AS SCREENCAST AT
ā€Ø
http://bit.ly/serverless-logging
SUMMARY
ā€¢ Usual logging architecture: took us weeks and certain level of expertise
to implement
ā€¢ Serverless architecture: Up and running in minutes
ā€¢ No maintenance, nearly zero developer interventions after deployment
ā€¢ This Faas architecture can scale inļ¬nitely for millions of logs from
thousands of microservices
SUMMARY
ā€¢
ā€¢
ā€¢
ā€¢
ā€¢
SLIDES :
www.dudewho.codes/talks
THANKYOU,
NAREN
@DudeWhoCode

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