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Continuously Deploying 
Culture 2.0 
A Story Of Scaling Engineering Culture at Etsy 
Rich Smith 
Director of Security, Etsy 
@iodboi Agile Iceland 2014
Who Am I ? 
• Rich Smith, Brooklyn NYC 
• Director of Security Engineering at Etsy 
• Cover the AppSec, NetSec, Risk Engineering teams 
• Also building the security organisation & security culture 
• Co-Founder of here in Iceland ! 
@iodboi
@iodboi 
WTF is ! 
• Online community for 
handcrafted & vintage 
items 
• Human scale 
manufacturing 
• Marketplace for small 
businesses
@iodboi 
Now (FY 2013) 
• Gross Marketplace Sales (GMS) $1.35 Billion 
• 40 million members, 1 million active sellers 
• 26 million active listings 
• 200+ Countries Performing Transactions 
• >615 Employees 
• Offices in 8 countries
@iodboi 
Core Engineering Principles 
• Empower the edges 
• Trustworthy not trusted 
• Every engineer can push to prod at any time 
• ‘Just Ship’ - Get things done 
• ‘If it moves graph it’ - Let the data lead you
Very end of 2009 Today 
@iodboi 
Pushes Per Day
But How Did We Get 
There?
What’s Etsy’s Story of 
Engineering Culture? 
@iodboi
Continuously Deploying Culture v1 
• Mike Rembetsy & Patrick McDonnell 
• Gave a talk at the Velocity conferences in 2011/12 
• Etsy’s engineering culture evolution 2006-2011/12 
• Slides here: http://slidesha.re/1xYxZrG 
Watch it here: http://vimeo.com/51310058 
• Today we are extending those lessons up to the 
@iodboi
Disclaimer 
A + B != Culture
2006 - 2008 Silos and Barriers 
• Etsy 4 person startup grows to employ 30 - 35 FTE’s 
• Around 15 engineers 
• A very siloed culture, creates barriers to engineering 
collaboration 
• Bred initiatives like Sprouter - ‘Middleware of distrust!’ 
• Project dedicated to stopping engineers touching databases 
@iodboi
Management Changes 
• Maria Thomas from NPR promoted to CEO 
• Brings a clear understanding that community is very important 
• Prioritises a culture that supports community 
• Chad Dickerson brought on as CTO 
• Brings a clearer focus to the engineering team 
• ‘This Silo’d culture cannot work, we need to start over’ 
@iodboi
@iodboi 
2006-2008 Takeaways 
• Downtime was an accepted fact of life 
• It was even expected to a degree! 
• Engineering projects were often low impact 
• Community needs to be a technical focus 
• Survived the holiday season … just!
@iodboi 
2008 End of Year Snapshot 
Employees Engineers 
35 15 
$87.5 Million 
GMS
2009 Internal Improvements 
• As teams grow, big efforts in good communication 
• Daily standups begun 
• Much better cross-team collaboration between Ops & 
others 
• Network solidified and provided basis for future growth 
• Moved from Downtown Brooklyn to DUMBO 
@iodboi
2009 Takeaways 
• Big growth year 
• Built solid foundations: 
• Infrastructure 
• Invested in human capital 
• ‘DevOps’ culture begins in earnest ….. 
• A lot of reflection and finding an Engineering identity 
@iodboi
@iodboi 
2009 End of Year Snapshot 
GMS 
$180.6 Million
2010 Renewed Energy
2010 Standardisation & Graphs 
• Moved to PHP & MySQL for * 
• It almost doesn’t matter what you choose, just stick to it 
• ‘If it moves Graph it’ 
• Graphite, Ganglia, FITB, Weathermap, Nagios, Naglite ….. 
• Starting to use this data for work/life balance as well as 
technical/systems reasons 
@iodboi
**
Management Ideals Engineering Ideals 
@iodboi 
2010 Following our ideals ….. 
• Blameless PostMortems 
• 1:1’s as a core mgmt tool 
• Eng career planning (Reverb) 
• Accept failures, but not low 
standards 
• Developer on-call 
• Use of A/B testing 
• Lots of Prototypes 
• FeatureFlags & Ramp Up
2010 Takeaways 
• Reduce number of technologies used in development 
• Focus on technical visibility throughout the org 
• Developers responsible for code release (start of DevOps) 
• Member support rotations for all 
• Work hard at work/life balance & have data to support 
@iodboi
@iodboi 
2010 End of Year Snapshot 
GMS 
$314.3 Million
2011 Tech highlights 
• End of long tail legacy silo holdovers (Sprouter gone!) 
• Non-Standard technologies removed from production 
• Engineers receive 3 annual goals: 
• Speak at a conference 
• Write a blog post 
• Release open source software 
@iodboi
2011 - Organisational Changes 
• Snr. management to become more Engineering focused 
• Chad to CEO 
• Kellan to CTO 
• Allspaw to SVP of Operations 
• Consolidates importance of engineering culture to the 
very top of Etsy and increases stability 
@iodboi
2011 Takeaways 
• Year of the Open Sourced tool 
• Statsd, Logster, Deployinator, Supergrep, Schemanator …. 
• Overall maturing of engineering - platform & people 
• Automation & config management solidified (Chef everything) 
• Security starts becoming a 1st class citizen 
• ‘Security Culture at Etsy’ begins to be chased & discussed 
@iodboi
@iodboi 
2011 End of Year Snapshot 
GMS 
$525.6 Million
Let’s catch our breath!
2011-2012 - A Focus on Security 
• Security alongside Dev & Ops as being integral to culture 
• Applying our ‘DevOps’ principles & learnings to security 
• Emphasis on security being a facilitator not a blocker 
• Security often ‘enforced’ with terrible cultural impact 
• Build a human and effective security organization 
@iodboi
2012 - Growth + Foster Our Values 
• Explosive growth in hiring, allow easy transfers 
• Some major changes around product 
• Increased focus on community 
• Internationalisation 
• High impact products (Shipping Labels, Gift Cards) 
• Became a certified B-Corp - not just the bottom line 
@iodboi
What’s a B-Corp ? 
• Aim to use the power of business to solve social & 
environmental issues 
• Impacts engineering in new and interesting ways: 
• Waste, Recycling, Compost, Flushes (Yes we graph them!) 
• Efficiency of our tech, data centre usage & partners 
• ‘Make the world more like Etsy’ - Extending the culture 
@iodboi
2012 - Technical Achievements 
• Create wholly separate payments environment 
• Allows PCI compliance without disrupting the culture 
• Interface with the webstack via a restricted Internet facing API 
• Get serious on Data Science 
• Dedicated Hadoop cluster for full time data scientists 
• Taking some chances and broadening of our engineers 
@iodboi
2012 Takeaways 
• Do what’s needed to sustain long term & not just keep 
the lights on 
• More headcount than required allows us to take chances 
• Focus on info exchange, internally & externally with 
communities 
• Open source all of the things 
@iodboi
@iodboi 
2012 End of Year Snapshot 
GMS 
$895.1 Million
2012 Action Items 
• Security is integral DevOps lifecycle and culture 
• Know when to flick sights from short to longer term 
goals 
• Pursue dynamic engineering resource allocation 
• Do not allow increasing org size to dictate culture 
@iodboi
2013 - An Interesting Year! 
• Had many of the hard engineering wins taken care of … 
• Time to focus internally 
• No engineer can know everything any longer 
• Need to maintain the culture of transparency & trust 
• Really was the year of internal tooling to achieve this 
@iodboi
2013 - Technical 
• Morgue tool created to capture and aid postmortems 
• Moved to Vertica for BI data & metrics 
• Superbit allowed simple querying of Vertica & big data 
by anyone who knows SQL 
• Catapult launched to relate metrics to experiments 
• Begin a refocus on a Mobile/API First product vision 
@iodboi
2013 Takeaways 
• Democratisation of data is made easier with tooling that 
levels access and allows interrogation by ALL 
• Conscious effort on internal tooling to minimize the 
pain of large & complex stack 
• Engineering invested in transparency & trust 
• The world doesn’t wait, mobile is the future 
@iodboi
@iodboi 
2013 End of Year Snapshot 
Employees Engineers 
615 >33% 
$1.35 Billion 
GMS
2013 Action Items 
• Datasets grow, evaluate how they can be accessed, 
evaluated and contextualized 
• Have you reached a point where no one can know everything? 
• While tooling can’t create culture it can help you support it 
• Be free to apply your culture in new ways 
• Inward focus cannot lead to outward blindness, tech changes fast 
@iodboi
2014 - Organisational changes 
• Everyone pushes on their 1st day, not just Engineers 
• Yearly planning is restructured 
• Take account of a growing Etsy 
• San Francisco opens as 1st non-Brooklyn Eng hub 
• Acquire & integrate A Little Market with Etsy 
@iodboi
Cultural Acquisition 
• As part of growth, Paris based A Little Market acquired 
• Integrating another engineering culture can be tough 
• Etsy’s culture is ‘different’ & this can be a big step 
• Language, timezone and human cultural differences 
• Can be very successful, but don’t underestimate 
@iodboi
2014 - Technical 
• Move away from Splunk and to ElasticSearch/Logstash/ 
Kibana (ELK) 
• Mobile CI infrastructure embedded & ramped up 
• API First a huge effort and development push 
• Mobile First as an increasing product focus 
• Technical work for quality of life - on-call sleep tracking 
@iodboi
Logstash Lessons 
• Replacing Splunk with LogStash taught many lessons 
• Changing of a core tool require huge comms investment 
• Without it enclaves & silos can form to resist change 
• Explain the whys not just in terms of technicals or $$ 
• Fully understanding all use cases, not just the main ones 
• Don’t settle for a half complete end goal, go the distance 
@iodboi
API First 
• Supporting the Mobile First push & diversity of clients 
• No longer assume LAMP, decoupling required 
• Adds security & agility 
• Embeds fundamental future resilience 
• Capacity planning becomes more challenging 
@iodboi
Mobile First 
• Applying your principles and culture to the changing 
tech landscape is key 
• Continuous Deployment hard in the ‘App Store world’ 
• Continuous Integration still applies of course 
• Continuous Deployment becomes Continuous Delivery 
• Still use API to enable feature flag driven native apps 
@iodboi
Continuous Deployment Continuous Delivery 
Frequent checkins 
directly to mainline ✓ ✓ 
Automated build & test 
cycle ✓ ✓ 
Keep the build green, 
always ready to release ✓ ✓ 
One button deploys ✓ ✓ 
Business dictates when 
to deploy ✓ 
Every passing build 
deployed to prod ✓ 
All enhancements gated 
by feature flag ✓ ?
Why This Approach? 
• Continuous integration, Continuous Delivery 
• Build your apps in a reproducible way after each push to git 
• Identify bugs, missing dependencies early & often 
• Integrate security testing throughout lifecycle 
• Improve Mean Time To Recovery 
• Stop stressing about releases! 
@iodboi
Single 
release 
Many 
releases 
50K LOC/month 
Few opportunities for failure 
Wide surface area (50,000 LOC) 
High MTTR 
! 
All of the bugs we’ve written 
More opportunities for failure 
Narrow surface area (< 100 LOC) 
Low MTTR 
! 
A fraction of the bugs we’ve 
written per release 
Imagine that we’ll write
@iodboi 
Sleep Tracking 
• Experiment with fitbands & Ops 
• Collect sleep data for on-call 
• Analyse in a variety of manners 
• Sleep lost when on-call/pagerduty 
• Alert on VPN/SSH logins while asleep 
• Focus on data for quality of life
2014 Takeaways 
• Another year of big growth, also now M&A 
• Integrating other engineering cultures inside your own 
is a challenge you should prepare for 
• Core tooling changes require great thought & comms 
• Mobile focus does not mean the end of always pushing 
• Tooling for happiness & W/L balance is a win for all 
@iodboi
2014 Action Items 
• Culture is still king despite growth or M&A activity 
• It takes effort to keep it so however 
• Ensure your API is up to the job of supporting Mobile 1st 
• Ensure core tooling changes are understood & 
embraced by all 
• Communicate your Eng culture & history to new hires 
@iodboi
Credit for the awesome graph: Patrick Koch
Conclusions 
• Culture doesn’t come for free, it takes continuous work 
• Iterate & improve - Even when you think you have ‘it’ 
• Don’t give in to potential disruptors like growth & 
security and let them destroy your culture 
• Get smart and use them to test, support and improve it 
@iodboi
Never. Stop. Pushing.
@iodboi 
Questions?
@iodboi 
Links / References 
Continuously Deploying Culture 
(Mike Rembetsy, Patrick McDonnell) 
Slides: http://slidesha.re/1xYxZrG 
Video: http://vimeo.com/51310058 
Scaling Etsy, what went wrong, what 
went right (Ross Snyder) 
Slides & Video: http://bit.ly/po8zIj 
Etsy’s journey to continuous 
integration for mobile apps (Nassim 
Kammah) 
Blog post: http://bit.ly/1yiGWwc 
Mean time to sleep (Ryan Frantz, 
Laurie Denness) 
Slides, Blog post, code: 
http://ryanfrantz.com/mtts/

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Contiuously Deploying Culture 2.0 - Agile Ísland

  • 1. Continuously Deploying Culture 2.0 A Story Of Scaling Engineering Culture at Etsy Rich Smith Director of Security, Etsy @iodboi Agile Iceland 2014
  • 2. Who Am I ? • Rich Smith, Brooklyn NYC • Director of Security Engineering at Etsy • Cover the AppSec, NetSec, Risk Engineering teams • Also building the security organisation & security culture • Co-Founder of here in Iceland ! @iodboi
  • 3. @iodboi WTF is ! • Online community for handcrafted & vintage items • Human scale manufacturing • Marketplace for small businesses
  • 4. @iodboi Now (FY 2013) • Gross Marketplace Sales (GMS) $1.35 Billion • 40 million members, 1 million active sellers • 26 million active listings • 200+ Countries Performing Transactions • >615 Employees • Offices in 8 countries
  • 5. @iodboi Core Engineering Principles • Empower the edges • Trustworthy not trusted • Every engineer can push to prod at any time • ‘Just Ship’ - Get things done • ‘If it moves graph it’ - Let the data lead you
  • 6. Very end of 2009 Today @iodboi Pushes Per Day
  • 7. But How Did We Get There?
  • 8. What’s Etsy’s Story of Engineering Culture? @iodboi
  • 9. Continuously Deploying Culture v1 • Mike Rembetsy & Patrick McDonnell • Gave a talk at the Velocity conferences in 2011/12 • Etsy’s engineering culture evolution 2006-2011/12 • Slides here: http://slidesha.re/1xYxZrG Watch it here: http://vimeo.com/51310058 • Today we are extending those lessons up to the @iodboi
  • 10. Disclaimer A + B != Culture
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  • 13. 2006 - 2008 Silos and Barriers • Etsy 4 person startup grows to employ 30 - 35 FTE’s • Around 15 engineers • A very siloed culture, creates barriers to engineering collaboration • Bred initiatives like Sprouter - ‘Middleware of distrust!’ • Project dedicated to stopping engineers touching databases @iodboi
  • 14. Management Changes • Maria Thomas from NPR promoted to CEO • Brings a clear understanding that community is very important • Prioritises a culture that supports community • Chad Dickerson brought on as CTO • Brings a clearer focus to the engineering team • ‘This Silo’d culture cannot work, we need to start over’ @iodboi
  • 15. @iodboi 2006-2008 Takeaways • Downtime was an accepted fact of life • It was even expected to a degree! • Engineering projects were often low impact • Community needs to be a technical focus • Survived the holiday season … just!
  • 16. @iodboi 2008 End of Year Snapshot Employees Engineers 35 15 $87.5 Million GMS
  • 17. 2009 Internal Improvements • As teams grow, big efforts in good communication • Daily standups begun • Much better cross-team collaboration between Ops & others • Network solidified and provided basis for future growth • Moved from Downtown Brooklyn to DUMBO @iodboi
  • 18. 2009 Takeaways • Big growth year • Built solid foundations: • Infrastructure • Invested in human capital • ‘DevOps’ culture begins in earnest ….. • A lot of reflection and finding an Engineering identity @iodboi
  • 19. @iodboi 2009 End of Year Snapshot GMS $180.6 Million
  • 21.
  • 22. 2010 Standardisation & Graphs • Moved to PHP & MySQL for * • It almost doesn’t matter what you choose, just stick to it • ‘If it moves Graph it’ • Graphite, Ganglia, FITB, Weathermap, Nagios, Naglite ….. • Starting to use this data for work/life balance as well as technical/systems reasons @iodboi
  • 23. **
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  • 25. Management Ideals Engineering Ideals @iodboi 2010 Following our ideals ….. • Blameless PostMortems • 1:1’s as a core mgmt tool • Eng career planning (Reverb) • Accept failures, but not low standards • Developer on-call • Use of A/B testing • Lots of Prototypes • FeatureFlags & Ramp Up
  • 26. 2010 Takeaways • Reduce number of technologies used in development • Focus on technical visibility throughout the org • Developers responsible for code release (start of DevOps) • Member support rotations for all • Work hard at work/life balance & have data to support @iodboi
  • 27. @iodboi 2010 End of Year Snapshot GMS $314.3 Million
  • 28. 2011 Tech highlights • End of long tail legacy silo holdovers (Sprouter gone!) • Non-Standard technologies removed from production • Engineers receive 3 annual goals: • Speak at a conference • Write a blog post • Release open source software @iodboi
  • 29. 2011 - Organisational Changes • Snr. management to become more Engineering focused • Chad to CEO • Kellan to CTO • Allspaw to SVP of Operations • Consolidates importance of engineering culture to the very top of Etsy and increases stability @iodboi
  • 30. 2011 Takeaways • Year of the Open Sourced tool • Statsd, Logster, Deployinator, Supergrep, Schemanator …. • Overall maturing of engineering - platform & people • Automation & config management solidified (Chef everything) • Security starts becoming a 1st class citizen • ‘Security Culture at Etsy’ begins to be chased & discussed @iodboi
  • 31. @iodboi 2011 End of Year Snapshot GMS $525.6 Million
  • 32. Let’s catch our breath!
  • 33. 2011-2012 - A Focus on Security • Security alongside Dev & Ops as being integral to culture • Applying our ‘DevOps’ principles & learnings to security • Emphasis on security being a facilitator not a blocker • Security often ‘enforced’ with terrible cultural impact • Build a human and effective security organization @iodboi
  • 34. 2012 - Growth + Foster Our Values • Explosive growth in hiring, allow easy transfers • Some major changes around product • Increased focus on community • Internationalisation • High impact products (Shipping Labels, Gift Cards) • Became a certified B-Corp - not just the bottom line @iodboi
  • 35. What’s a B-Corp ? • Aim to use the power of business to solve social & environmental issues • Impacts engineering in new and interesting ways: • Waste, Recycling, Compost, Flushes (Yes we graph them!) • Efficiency of our tech, data centre usage & partners • ‘Make the world more like Etsy’ - Extending the culture @iodboi
  • 36. 2012 - Technical Achievements • Create wholly separate payments environment • Allows PCI compliance without disrupting the culture • Interface with the webstack via a restricted Internet facing API • Get serious on Data Science • Dedicated Hadoop cluster for full time data scientists • Taking some chances and broadening of our engineers @iodboi
  • 37. 2012 Takeaways • Do what’s needed to sustain long term & not just keep the lights on • More headcount than required allows us to take chances • Focus on info exchange, internally & externally with communities • Open source all of the things @iodboi
  • 38. @iodboi 2012 End of Year Snapshot GMS $895.1 Million
  • 39. 2012 Action Items • Security is integral DevOps lifecycle and culture • Know when to flick sights from short to longer term goals • Pursue dynamic engineering resource allocation • Do not allow increasing org size to dictate culture @iodboi
  • 40. 2013 - An Interesting Year! • Had many of the hard engineering wins taken care of … • Time to focus internally • No engineer can know everything any longer • Need to maintain the culture of transparency & trust • Really was the year of internal tooling to achieve this @iodboi
  • 41. 2013 - Technical • Morgue tool created to capture and aid postmortems • Moved to Vertica for BI data & metrics • Superbit allowed simple querying of Vertica & big data by anyone who knows SQL • Catapult launched to relate metrics to experiments • Begin a refocus on a Mobile/API First product vision @iodboi
  • 42. 2013 Takeaways • Democratisation of data is made easier with tooling that levels access and allows interrogation by ALL • Conscious effort on internal tooling to minimize the pain of large & complex stack • Engineering invested in transparency & trust • The world doesn’t wait, mobile is the future @iodboi
  • 43. @iodboi 2013 End of Year Snapshot Employees Engineers 615 >33% $1.35 Billion GMS
  • 44. 2013 Action Items • Datasets grow, evaluate how they can be accessed, evaluated and contextualized • Have you reached a point where no one can know everything? • While tooling can’t create culture it can help you support it • Be free to apply your culture in new ways • Inward focus cannot lead to outward blindness, tech changes fast @iodboi
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  • 46. 2014 - Organisational changes • Everyone pushes on their 1st day, not just Engineers • Yearly planning is restructured • Take account of a growing Etsy • San Francisco opens as 1st non-Brooklyn Eng hub • Acquire & integrate A Little Market with Etsy @iodboi
  • 47. Cultural Acquisition • As part of growth, Paris based A Little Market acquired • Integrating another engineering culture can be tough • Etsy’s culture is ‘different’ & this can be a big step • Language, timezone and human cultural differences • Can be very successful, but don’t underestimate @iodboi
  • 48. 2014 - Technical • Move away from Splunk and to ElasticSearch/Logstash/ Kibana (ELK) • Mobile CI infrastructure embedded & ramped up • API First a huge effort and development push • Mobile First as an increasing product focus • Technical work for quality of life - on-call sleep tracking @iodboi
  • 49. Logstash Lessons • Replacing Splunk with LogStash taught many lessons • Changing of a core tool require huge comms investment • Without it enclaves & silos can form to resist change • Explain the whys not just in terms of technicals or $$ • Fully understanding all use cases, not just the main ones • Don’t settle for a half complete end goal, go the distance @iodboi
  • 50. API First • Supporting the Mobile First push & diversity of clients • No longer assume LAMP, decoupling required • Adds security & agility • Embeds fundamental future resilience • Capacity planning becomes more challenging @iodboi
  • 51. Mobile First • Applying your principles and culture to the changing tech landscape is key • Continuous Deployment hard in the ‘App Store world’ • Continuous Integration still applies of course • Continuous Deployment becomes Continuous Delivery • Still use API to enable feature flag driven native apps @iodboi
  • 52. Continuous Deployment Continuous Delivery Frequent checkins directly to mainline ✓ ✓ Automated build & test cycle ✓ ✓ Keep the build green, always ready to release ✓ ✓ One button deploys ✓ ✓ Business dictates when to deploy ✓ Every passing build deployed to prod ✓ All enhancements gated by feature flag ✓ ?
  • 53. Why This Approach? • Continuous integration, Continuous Delivery • Build your apps in a reproducible way after each push to git • Identify bugs, missing dependencies early & often • Integrate security testing throughout lifecycle • Improve Mean Time To Recovery • Stop stressing about releases! @iodboi
  • 54. Single release Many releases 50K LOC/month Few opportunities for failure Wide surface area (50,000 LOC) High MTTR ! All of the bugs we’ve written More opportunities for failure Narrow surface area (< 100 LOC) Low MTTR ! A fraction of the bugs we’ve written per release Imagine that we’ll write
  • 55. @iodboi Sleep Tracking • Experiment with fitbands & Ops • Collect sleep data for on-call • Analyse in a variety of manners • Sleep lost when on-call/pagerduty • Alert on VPN/SSH logins while asleep • Focus on data for quality of life
  • 56. 2014 Takeaways • Another year of big growth, also now M&A • Integrating other engineering cultures inside your own is a challenge you should prepare for • Core tooling changes require great thought & comms • Mobile focus does not mean the end of always pushing • Tooling for happiness & W/L balance is a win for all @iodboi
  • 57. 2014 Action Items • Culture is still king despite growth or M&A activity • It takes effort to keep it so however • Ensure your API is up to the job of supporting Mobile 1st • Ensure core tooling changes are understood & embraced by all • Communicate your Eng culture & history to new hires @iodboi
  • 58. Credit for the awesome graph: Patrick Koch
  • 59. Conclusions • Culture doesn’t come for free, it takes continuous work • Iterate & improve - Even when you think you have ‘it’ • Don’t give in to potential disruptors like growth & security and let them destroy your culture • Get smart and use them to test, support and improve it @iodboi
  • 62. @iodboi Links / References Continuously Deploying Culture (Mike Rembetsy, Patrick McDonnell) Slides: http://slidesha.re/1xYxZrG Video: http://vimeo.com/51310058 Scaling Etsy, what went wrong, what went right (Ross Snyder) Slides & Video: http://bit.ly/po8zIj Etsy’s journey to continuous integration for mobile apps (Nassim Kammah) Blog post: http://bit.ly/1yiGWwc Mean time to sleep (Ryan Frantz, Laurie Denness) Slides, Blog post, code: http://ryanfrantz.com/mtts/