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We live in tumultuous, but interesting times. The rich have gotten richer, the poor—poorer and innovators have devised innovative ways to work through the disruption that has been brought about by the coronavirus-induced pandemic. The pandemic has also brought about a battery of changes to our lifestyle, beginning with many of us learning how to cook complex dishes from scratch, others finding newer hobbies, or even spending time to learn something new about ourselves. During the pandemic, many of us have also finally found the time to curl up on our couches, turn into couch potatoes and binge-watch Netflix originals till we run out of bandwidth.
Sudden surges
Although most services such as Netflix, Amazon Prime video and many other video and audio streaming service providers have highly scalable systems that can withstand sudden surges and spikes in usage, there are chances that these services might experience outages which can result in user frustration and in some extreme cases of long-term outages—abandonment of the platform too. Complex, large-scale distributed systems such as Netflix and Amazon Prime video and many others that potentially have millions of users must be tested effectively and extensively keeping in mind surges and spikes.
However, unusually heavy spikes such as those caused by the pandemic have been unprecedented and have possibly not been in any company’s testing team kitty.
Continuous integration delivery and production
The problems of CI/CD and resolving the problems of constantly engaged systems
Companies like Netflix have constant updates to their system, which are continuously tested and delivered to their live platforms. For this, Netflix testing teams create hundreds of thousands of tester accounts every day, each being used in thousands of test scenarios to avoid any shortfalls.
This has caused the testing of Netflix to move from a manual testing regimen that would work on a test system before making it live to a large, distributed automated testing of Netflix client and server applications running at scale in production. To facilitate this, testing at Netflix has gone from a low-volume manual mode to a continuous, fully automated, voluminous mode where nothing is left to chance.
An imaginary scenario with real implications
Imagine this—you, and millions of others are at nail-biting, suspenseful climax in the story and suddenly—boom! Netflix is now offline. This would send alarm bells ringing at Netflix HQ and testing SWAT teams would suddenly fly in from your windows to analyse what went wrong. However, thankfully, this does not happen often.
The Goal
The goal at Netflix is simple—to be online for their users 99.99% of the time. Although Netflix has a pretty decent track record of staying online, they do occasionally encounter glitches that put the system off track. One of these incidents occurred when a development team at Netflix deployed software that impacted the large infrastructure at Netflix negatively, causing widespread disruption in services and thousands of unhappy customers.
This led to Netflix scrambling to create a fix that would essentially resolve the issue in few hours, but also gave Netflix some food for thought—that their testing regimen was inadequate and ineffective for such a large, distributed, user-facing system.
What could go wrong?
What happened at Netflix was an oversight on various levels. A new piece of code that was designed to clean up unused resources was actually being tested on the production server. This oversight caused two major problems due to bugs in the code:
- The first bug caused a dry run mode flag in cleanup that was to protect the actual cleanup to be interpreted incorrectly—reversing its effect. This was caused to a poorly written unit test that could have caused this issue to be caught in development.
- The second bug was in a piece of code that checked if a resource was actually unused. The conclusion of this check overlooked some cases that existed only in production.
The combination of these two bugs caused a removal of key resources in production—resulting in the actual outage at Netflix.
Preventing these problems
Preventing or reducing the incidents of these problems leads to a common dilemma
Should testing be done in a test environment or in a production environment? Although most of us would advocate testing to be done in pre-production so that actual customers are not impacted, some would advocate testing in production to ensure that code is running well in both test and prod. The reality of the scenario is that the code should be tested in all three situations: dev, test and prod. The challenge faced by Netflix was to devise an effective methodology that helps in deciding why, when and how to test in these environments.
This also led to another set of questions
- Is the test environment a safe and complete mirror of our production environment?
OR
- Is the test environment the latest build with features that others might need to integrate with?
The result of this was the common scenario of having overtly complex and numerous test environments.
The answer
The answer to this problem that was creating from thinking of a fix to the existing problem was simple—end-to-end automation that would replicate thousands of scenarios without problems.
This answer, however, came with its own set of problems—finding a scalable solution to creating a production-like pre-production environment that does not require cloning production entirely and resulting in a massive investment requirement as well.
Another problem was that pre-production and production usage patterns could be completely different from each other. Traffic is also thousands of times less when compared to production.
Testing payments
Testing payments was another colossus altogether. Instead of testing payments in production using real money, it is better to create fake MOPs and fake transactions exercised on them in sandbox accounts that does not overburden the existing payment systems in place.
The approach
Of the thousands of possible approaches, Netflix chose production capture and replay to scale their test to be as close as possible to prod.
A large number of requests from customer devices was taken from persistence and duplex-replayed them in test after they were stripped of their personally identified information. This caused tests to become real-world scenarios. This also helped in identifying numerous corner-case bugs that were previously unknown.
The bugs identified were routed back into functional and integrated tests via a schema. This also helped in gaining confidence on quality feature migration and helped to accelerate change velocity. This also gave way to an interesting learning:
All the basic duplex tests could be run in PRODUCTION through tester accounts. However, prod capture and replay duplex tests were limited to the test environment because replaying in production would harm actual customer data with reissue of requests.
Hastings says. “And instead tragically it is a biological one, so everybody is locked up and we had the greatest growth in the first half of this year that we ever had.” With a market capitalization of around US$230 billion, it has been vying with Walt Disney since March for the title of the world’s most valuable entertainment group.
Masked and refreshed data could safely be used to replay requests in the test environment after a time delay. This focused our interest on the data set and not the production environment. Although this was not totally as stable as production, but gave us a good idea of how it could be.
Failing is important in testing. Failures help test teams to identify real issues in downstream implementations. To mitigate this, all functional validations were to run real canaries in production, essentially exposing a small percentage of actual customer traffic to both versions of the API under test.
Running canary analysis algos on the metrics that were gathered from these implementations and a compare-verify regimen would check if client and server metrics were equivalent. This would help to capture failing request logs from the canaries and would help to debug and triage issues better.
Learnings
Learnings from such an approach are manifold.
- The first one would be to understand that test and prod are different, but their differences must be embraced to utilize the capability of both.
- Although testing is good in a sandboxed environment, testing in production is important for such implementations.
- Solving the problems in either environment can go a long way in ensuring test success
- Stay on the lookout for rethinking your testing strategy. Even if it may come at an extra cost, the end result would be worth it.
- Find a pragmatic testing shape that is right for your company—do not look for a textbook shape that fits in.
- Start production simulation and chaos experiments—these will help to validate your functional and resiliency testing capabilities for the future.
At Netflix, chaos testing is done at scale in production. Testing everything from fire raining from the sky to aliens killing their servers, they leave nothing to chance. If they haven’t, why should you? The testing teams at Volumetree are experienced, reliant and know where to hand out the red flags. Give your software the quality edge it needs. Schedule a consultation with our test consultants today!
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2. Total War Experience Set in Star Wars Galaxy Galaxy Under Development
Creative Assembly, acclaimed for their Total War Series franchise, is reportedly crafting a forthcoming title situated in the Star Wars Universe universe. This thrilling combination has enthusiasts eagerly anticipating the profound and immersive adventure that Total War Games releases are known for, now located in a realm remote.
3. Grand Theft Auto VI Release Communicated for Fall 2025
Take-Two’s Leader has communicated that GTA VI is planned to debut in Fall 2025. With the colossal popularity of its previous installment, Grand Theft Auto V, gamers are anticipating to experience what the upcoming iteration of this renowned series will provide.
4. Enlargement Plans for Skull & Bones 2nd Season
Studios of Skull and Bones have disclosed enhanced plans for the world’s second season. This nautical journey offers fresh features and enhancements, sustaining fans captivated and absorbed in the world of maritime swashbuckling.
5. Phoenix Labs Studio Experiences Layoffs
Unfortunately, not everything news is favorable. Phoenix Labs, the team in charge of Dauntless, has revealed significant personnel cuts. Regardless of this challenge, the title continues to be a popular preference within players, and the company remains focused on its fanbase.
Renowned Releases
1. Wild Hunt
With its compelling plot, captivating realm, and captivating experience, The Witcher 3: Wild Hunt remains a beloved title within gamers. Its deep experience and vast open world keep to attract enthusiasts in.
2. Cyberpunk Game
In spite of a rocky arrival, Cyberpunk Game continues to be a eagerly awaited experience. With ongoing enhancements and optimizations, the title continues to progress, providing enthusiasts a glimpse into a dystopian setting abundant with mystery.
3. Grand Theft Auto 5
Still decades subsequent to its original debut, GTA V remains a popular choice among players. Its sprawling sandbox, compelling story, and shared experiences keep players revisiting for ongoing journeys.
4. Portal 2 Game
A classic brain-teasing release, Portal 2 Game is renowned for its groundbreaking mechanics and clever environmental design. Its challenging conundrums and witty writing have solidified it as a exceptional release in the videogame landscape.
5. Far Cry 3
Far Cry 3 Game is celebrated as one of the best entries in the brand, providing fans an free-roaming exploration rife with intrigue. Its immersive experience and memorable figures have confirmed its standing as a cherished release.
6. Dishonored Game
Dishonored Series is praised for its sneaky systems and exceptional environment. Enthusiasts assume the role of a mystical executioner, navigating a urban environment filled with governmental danger.
7. Assassin’s Creed 2
As a component of the acclaimed Assassin’s Creed Series franchise, Assassin’s Creed II is revered for its compelling plot, enthralling systems, and era-based settings. It continues to be a remarkable release in the franchise and a beloved amidst players.
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Captivating Developments and Renowned Games in the Realm of Videogames
In the ever-evolving realm of gaming, there’s always something innovative and exciting on the horizon. From mods optimizing cherished classics to new releases in celebrated series, the gaming realm is flourishing as before.
This is a overview into the up-to-date news and specific the most popular releases enthralling players worldwide.
Latest Developments
1. Innovative Customization for The Elder Scrolls V: Skyrim Enhances NPC Look
A freshly-launched mod for The Elder Scrolls V: Skyrim has captured the interest of enthusiasts. This customization adds lifelike heads and hair physics for each supporting characters, improving the game’s visuals and immersion.
2. Total War Series Title Located in Star Wars Universe in Development
Creative Assembly, known for their Total War Games collection, is reportedly working on a upcoming game set in the Star Wars world. This captivating integration has fans awaiting the strategic and captivating adventure that Total War Games titles are acclaimed for, ultimately placed in a world distant.
3. Grand Theft Auto VI Release Announced for Late 2025
Take-Two Interactive’s CEO’s Leader has revealed that GTA VI is expected to arrive in Late 2025. With the colossal reception of its earlier title, Grand Theft Auto V, players are awaiting to see what the next iteration of this celebrated universe will provide.
4. Expansion Strategies for Skull & Bones Second Season
Creators of Skull & Bones have announced broader plans for the title’s next season. This swashbuckling experience provides additional updates and updates, engaging players immersed and immersed in the world of maritime nautical adventures.
5. Phoenix Labs Deals with Layoffs
Disappointingly, not everything news is good. Phoenix Labs Developer, the studio developing Dauntless Experience, has disclosed massive personnel cuts. Despite this setback, the release keeps to be a renowned option among enthusiasts, and the team stays committed to its fanbase.
Renowned Experiences
1. Wild Hunt
With its engaging story, absorbing universe, and engaging gameplay, Wild Hunt keeps a iconic game among enthusiasts. Its expansive narrative and vast sandbox remain to engage gamers in.
2. Cyberpunk 2077
Notwithstanding a tumultuous launch, Cyberpunk 2077 stays a long-awaited game. With ongoing enhancements and fixes, the experience keeps advance, presenting gamers a view into a cyberpunk setting filled with mystery.
3. Grand Theft Auto V
Even years following its original launch, GTA 5 remains a beloved selection within gamers. Its expansive open world, engaging story, and co-op components continue to draw gamers returning for additional journeys.
4. Portal Game
A legendary analytical experience, Portal 2 is renowned for its groundbreaking mechanics and exceptional spatial design. Its demanding challenges and humorous storytelling have established it as a remarkable game in the videogame world.
5. Far Cry Game
Far Cry 3 is celebrated as among the finest installments in the brand, offering fans an sandbox journey abundant with adventure. Its immersive narrative and legendary characters have solidified its place as a iconic experience.
6. Dishonored Universe
Dishonored Series is praised for its sneaky mechanics and unique environment. Gamers take on the character of a supernatural killer, exploring a city rife with political intrigue.
7. Assassin’s Creed 2
As part of the iconic Assassin’s Creed Franchise lineup, Assassin’s Creed Game is beloved for its engrossing story, enthralling mechanics, and historical environments. It continues to be a exceptional title in the series and a beloved across players.
In conclusion, the universe of gaming is flourishing and fluid, with new developments
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