table of contents
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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網上娛樂城的天地
隨著互聯網的快速發展，在線娛樂城（網上賭場）已經成為許多人消遣的新選擇。在線娛樂城不僅提供多樣化的游戲選擇，還能讓玩家在家中就能體驗到賭場的樂趣和快感。本文將研究線上娛樂城的特色、優勢以及一些常見的的遊戲。
什麼叫網上娛樂城？
在線娛樂城是一種經由互聯網提供博彩遊戲的平台。玩家可以通過計算機、智能手機或平板電腦進入這些網站，參與各種賭錢活動，如德州撲克、輪盤、21點和老虎機等。這些平台通常由專業的程序公司開發，確保游戲的公正和安全。
在線娛樂城的優勢
便利：玩家不用離開家，就能享受博彩的樂趣。這對於那些生活在遠離實體賭場地區的人來說尤為方便。
多元化的遊戲選擇：線上娛樂城通常提供比實體賭場更豐富的遊戲選擇，並且經常改進游戲內容，保持新穎。
福利和獎勵：許多網上娛樂城提供多樣的優惠計劃，包括註冊獎金、存款獎勵和忠誠度計劃，吸引新玩家並促使老玩家不斷遊戲。
穩定性和隱私性：正規的網上娛樂城使用先進的的加密方法來保護玩家的私人信息和交易，確保遊戲過程的公平和公平。
常見的在線娛樂城遊戲
德州撲克：撲克牌是最流行賭博遊戲之一。網上娛樂城提供多樣德州撲克變體，如德州撲克、奧馬哈撲克和七張撲克等。
輪盤賭：賭盤是一種古老的賭場遊戲遊戲，玩家可以下注在數字、數字組合或顏色上，然後看球落在哪個位置。
黑傑克：又稱為二十一點，這是一種對比玩家和莊家點數的遊戲，目標是讓手牌點數儘量接近21點但不超過。
吃角子老虎：吃角子老虎是最容易並且是最流行的博彩游戲之一，玩家只需旋轉捲軸，看圖案排列出中獎的組合。
結尾
網上娛樂城為現代的賭博愛好者提供了一個方便、刺激的且多元化的娛樂選擇。不管是撲克牌愛好者還是老虎機迷，大家都能在這些平台上找到適合自己的游戲。同時，隨著技術的不斷提升，在線娛樂城的游戲體驗將變得越來越逼真和有趣。然而，玩家在享受遊戲的同時，也應該保持自律，避免沉迷於賭錢活動，保持健康的娛樂心態。
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線上娛樂城的天地
隨著互聯網的飛速發展，在線娛樂城（線上賭場）已經成為許多人休閒的新選擇。線上娛樂城不僅提供多樣化的遊戲選擇，還能讓玩家在家中就能體驗到賭場的興奮和快感。本文將探討在線娛樂城的特點、優勢以及一些常見的遊戲。
什麼是線上娛樂城？
線上娛樂城是一種透過網際網路提供賭博游戲的平台。玩家可以透過計算機、手機或平板電腦進入這些網站，參與各種博彩活動，如撲克牌、輪盤、二十一點和老虎机等。這些平台通常由專業的軟體公司開發，確保遊戲的公正性和安全性。
網上娛樂城的利益
方便性：玩家不用離開家，就能享受博彩的樂趣。這對於那些生活在遠離的實體賭場區域的人來說尤其方便。
多種的游戲選擇：在線娛樂城通常提供比實體賭場更多樣化的游戲選擇，並且經常改進遊戲內容，保持新鮮。
福利和獎金：許多線上娛樂城提供豐厚的獎勵計劃，包括註冊紅利、存款獎金和會員計劃，吸引新玩家並促使老玩家繼續遊戲。
穩定性和隱私：正當的網上娛樂城使用先進的的加密來保護玩家的個人信息和財務交易，確保遊戲過程的穩定和公正性。
常有的在線娛樂城遊戲
撲克：撲克牌是最流行博彩遊戲之一。線上娛樂城提供多樣撲克牌變體，如德州撲克、奧馬哈撲克和七張牌等。
賭盤：輪盤賭是一種傳統的賭場遊戲，玩家可以賭注在單數、數字組合上或顏色上，然後看轉球落在哪個地方。
21點：又稱為黑傑克，這是一種比拼玩家和莊家點數點數的游戲，目標是讓手牌點數點數盡量接近21點但不超過。
老虎机：吃角子老虎是最受歡迎也是最流行的賭錢游戲之一，玩家只需旋轉捲軸，等待圖案排列出中獎的組合。
總結
線上娛樂城為當代賭博愛好者提供了一個方便、刺激的且多樣化的娛樂方式。不論是撲克愛好者還是老虎机愛好者，大家都能在這些平台上找到適合自己的游戲。同時，隨著科技的不斷進步，在線娛樂城的游戲體驗將變得越來越現實和引人入勝。然而，玩家在享受游戲的同時，也應該自律，避免過度沉迷於博彩活動，維持健康的娛樂心態。
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Exciting Breakthroughs and Iconic Releases in the World of Digital Entertainment
In the constantly-changing landscape of gaming, there’s continuously something new and thrilling on the horizon. From customizations enhancing revered mainstays to new releases in renowned franchises, the digital entertainment ecosystem is thriving as ever.
Let’s take a overview into the latest news and certain the iconic releases engrossing enthusiasts across the globe.
Up-to-Date Developments
1. New Enhancement for The Elder Scrolls V: Skyrim Elevates NPC Look
A newly-released mod for The Elder Scrolls V: Skyrim has caught the notice of fans. This mod introduces realistic heads and hair physics for each (NPCs), optimizing the title’s graphics and depth.
2. Total War Series Title Located in Star Wars Galaxy Realm In the Works
The Creative Assembly, famous for their Total War Series lineup, is said to be crafting a new release placed in the Star Wars Universe universe. This thrilling combination has gamers looking forward to the tactical and compelling adventure that Total War Series experiences are acclaimed for, now set in a realm remote.
3. GTA VI Launch Announced for Autumn 2025
Take-Two Interactive’s CEO’s Leader has revealed that GTA VI is planned to debut in Fall 2025. With the overwhelming acclaim of its prior release, Grand Theft Auto V, fans are awaiting to explore what the upcoming entry of this renowned universe will bring.
4. Extension Developments for Skull & Bones Second Season
Designers of Skull and Bones have revealed amplified developments for the world’s Season Two. This pirate-themed adventure promises fresh features and enhancements, sustaining enthusiasts captivated and engrossed in the domain of maritime nautical adventures.
5. Phoenix Labs Studio Experiences Layoffs
Sadly, not every announcements is uplifting. Phoenix Labs, the creator responsible for Dauntless, has announced massive workforce reductions. Despite this challenge, the experience keeps to be a popular preference amidst fans, and the company stays attentive to its community.
Popular Games
1. The Witcher 3
With its compelling experience, engrossing domain, and enthralling journey, The Witcher 3 remains a iconic experience within players. Its rich story and expansive free-roaming environment keep to engage fans in.
2. Cyberpunk Game
Notwithstanding a tumultuous release, Cyberpunk Game continues to be a long-awaited title. With continuous improvements and adjustments, the experience persists in evolve, offering enthusiasts a view into a cyberpunk world rife with intrigue.
3. GTA 5
Despite decades after its debut arrival, GTA 5 remains a popular choice amidst gamers. Its vast nonlinear world, captivating plot, and online mode maintain enthusiasts revisiting for further journeys.
4. Portal Game
A renowned brain-teasing experience, Portal 2 Game is celebrated for its innovative features and brilliant map design. Its demanding conundrums and humorous storytelling have cemented it as a noteworthy experience in the interactive entertainment world.
5. Far Cry 3 Game
Far Cry Game is celebrated as a standout titles in the brand, presenting gamers an open-world exploration rife with adventure. Its captivating plot and memorable figures have established its standing as a iconic experience.
6. Dishonored Game
Dishonored Game is praised for its sneaky gameplay and distinctive setting. Fans adopt the role of a otherworldly executioner, exploring a city teeming with governmental mystery.
7. Assassin’s Creed 2
As a member of the iconic Assassin’s Creed collection, Assassin’s Creed is revered for its compelling experience, compelling systems, and historical worlds. It stays a noteworthy title in the franchise and a favorite across players.
In final remarks, the universe of interactive entertainment is flourishing and dynamic, with innovative developments
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