Rising Competition + Open-Source Momentum + China’s Rise • AI & Physical World Ramps = Fast + Data-Driven • Global Internet User Ramps Powered by AI from Get-Go = Growth We Have Not Seen Likes of Before & USA) USA 2014 20236 …Charts Paint Thousands of Words AI & Physical World Ramps = Fast + Data-Driven 6 A Ride Share vs. Autonomous Taxi Provider, San Francisco Operating Zone Market Share Source: Rising Competition + Open-Source Momentum + China’s Rise • AI & Physical World Ramps = Fast + Data-Driven • Global Internet User Ramps Powered by AI from Get-Go = Growth We Have Not Seen Likes of Before

decisions, actions, and innovation, higher efficiency, cost savings, and revenue growth powered by data-driven intelligence. For example: FMCG & Manufacturing need real-time production dashboards and historical and real-time monitoring. It helps businesses detect patterns, optimize operations, and drive data-driven strategies. Search enables instant data retrieval by indexing structured and unstructured information ingests and processes data in real time, enabling organizations to gain instant insights and make data-driven decisions immediately, which is critical for dynamic, fast-paced environments. Advanced search

to ensure high operational value Agile practices integrate planning, design, development, and testing into an iterative lifecycle to deliver software at frequent intervals. Developers can demonstrate stakeholders representing the requirements, systems engineering, contracting, cost estimating, and testing communities to design processes around short releases. Acquisition executives must also streamline ...................................................................................... 45 13 Testing ................................................................................................

Wraps a resolver with a mapping of overrides. This can be used to make local DNS changes (e.g. for testing) without modifying system-wide settings. The mapping can be in three formats: { # Hostname to project, or create a new one. • Depending on permissions required, you may need to set your app to “testing” mode and add your account as a test user, or go through a verfication process. You may also need def get(self): new_entry = await self.twitter_request( "/statuses/update", post_args={"status": "Testing Tornado Web Server"}, access_token=self.current_user["access_token"]) if not new_entry: # Call

Future objects tornado.log — Logging support tornado.options — Command-line parsing tornado.testing — Unit testing support for asynchronous code tornado.util — General-purpose utilities Frequently Asked Wraps a resolver with a mapping of overrides. This can be used to make local DNS changes (e.g. for testing) without modifying system-wide settings. The mapping can be in three formats: { # Hostname project, or create a new one. Depending on permissions required, you may need to set your app to “testing” mode and add your account as a test user, or go through a verfication process. You may also need

of our deployment pipeline ii. Enabling fast & reliable automated testing iii. Enabling & practicing continuous integration & testing iv. Automating, enabling, and architecting for low-risk releases mastery of application & environment interactions 3. Ch. 10 Enable Fast and Reliable Automated Testing a. Undesired outcomes result from finding and fixes errors in a separate test phase. b. Delayed Hard line: no changes would be accepted into GWS without accompanying automated tests. Spread Testing Grouplet team approach. Google – single, share repository of billions of files. 50% of code is changed

production services become fragile 5. Ch. 17 – Integrate Hypothesis-Driven Development and A/B Testing into Our Daily Work a. INTRODUCTION i. Jez Humble, “The most inefficient way to test a business the 3 month US tax season in 2010 with website conversion rates up 50% b. A BRIEF HISTORY OF A/B TESTING i. Pioneered in direct response marketing ii. Early efforts required sending thousands of postcards/flyers Campaigns would modify text, layouts, packaging, etc. 2. Very expensive c. INTEGRATING A/B TESTING INTO OUR FEATURE TESTING i. Random subset of users shown differing versions. User groups define a cohort. Statistical

US-EAST availability zone went down; Netflix was unaffected. Since 2008 they were building and testing with the Chaos Monkey; they architected for failure, tested for failure, and evolved beyond it usually dangerous—ones happen to emerge.” iii. Resilience – requires defining failure modes and then testing to ensure they operate as expected iv. Great Amazon Reboot of 2014 – 10% of Amazon EC2 servers Configuration standards for libraries, infrastructure, and environments 2. Deployment tools 3. Testing standards and tools, including security 4. Deployment pipeline tools 5. Monitoring and analysis

Handling . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1092 61.2 Function Testing . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1093 62 Artifacts 1096 Processing log events . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1363 78.3 Testing log events . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1364 78.4 Environment . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1493 97 Tar 1495 98 Unit Testing 1500 98.1 Testing Base Julia . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1500

Handling . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1092 61.2 Function Testing . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1093 62 Artifacts 1096 Processing log events . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1363 78.3 Testing log events . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1364 78.4 Environment . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1493 97 Tar 1495 98 Unit Testing 1500 98.1 Testing Base Julia . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1500