White Box Testing With Appium Espresso Driver

At Badoo, we have techies who strongly believe in contributing to the open source community. This article is about how I contributed a very useful feature called ‘backdoor’ to Appium which solves lots of problems related to Android UI automation. There are a few examples of it in this article…

Home-grown bytecode interpreters

In recent decades the use of virtual programming language machines has become very widespread. It is some time since the Java Virtual Machine was first launched in the latter half of the 90s, so we can state with confidence that bytecode interpreters are now very much a reality and not…

Reaktive — a multiplatform library for reactive Kotlin

Reactive programming is really popular today not least because it has loads of plus points: the absence of what is called ‘callback hell’; a built-in mechanism for processing errors; and a functional programming style that reduces the likelihood of bugs occurring. It makes it much easier to write multi-threaded code…

From zero to Cosmos — Part #1

This is the story of how a small style guide that was first introduced under the radar, became so appreciated by both developers and designers that it eventually became a complex unification project — a design system called Cosmos. As some of you may know, every good story follows a…

Top 5 Bumble Android AMA

A few weeks ago, our Bumble — the parent company operating Badoo and Bumble apps — Android team hosted their first Ask Me Anything (AMA) session on Reddit. It was great! Our Android apps are huge: they have over 1.3 million lines of code, over 210 million downloads on the…

Deep Neural Networks & Image Captioning

Part 2: Using attention networks to improve the quality of image captions In my previous blog, I introduced the concept of combining a CNN with an LSTM to generate a caption of an image, and talked about how we are using this at Badoo to help our users find love. This time, we will explore how the incorporation of attention networks can…

Achieving State Of The Art Results In Natural Language Processing:

Part 1: Fundamental Concepts Badoo is the largest dating network in the world, with over millions of registered users worldwide. Users of our site are prompted to write an “About me” section in order to give any prospective love interests a little bit more information about themselves.

Data classes in Kotlin: how do they impact an application size

Kotlin has numerous excellent features: null safety, smart casts, string interpolation and more. However, one of its features developers love the most, I have observed, are data classes. They are so well-loved that they are often used where no data class functionality is required. In this article, with the help…

High-Precision Time: how to use fractional seconds in MySQL and PHP

Once I caught myself thinking about time in databases and realised that I nearly always used time with one-second precision just because it was a common way to it, as well as because that was exactly what was written in manuals in lots of examples. Today, however, this level of…

MVI in Kotlin Multiplatform — part 2 (2 of 3)

This is the second in a series of three articles on MVI architectural pattern in Kotlin Multiplatform. In the article part 1 we reminded ourselves what MVI is and learned how to use it to write shared code using MVI. We defined simple abstractions like Store and View as well…

Generating multi-brand multi-platform icons with Sketch and a Node.js script

This is the second part of a post about the creation of a pipeline that can take a Sketch file and export all the icons included in the file, in different formats, for different platforms, with the possibility of AB testing each icon. You can read the first part of…

Rolling out automation within a couple of hours: PHPUnit, Selenium and Composer

Hello Medium readers! My name is Vitaliy Kotov and I work at Badoo in the QA department, where I spend a lot of my time on test automation. I was recently faced with the task of rolling out Selenium tests as fast as possible for one of our projects. The…

Achieving State Of The Art Results In Natural Language Processing

Part 2: ELMo, BERT and MT-DNN In my previous article I covered some of the fundamental concepts in NLP. This time, I will introduce ELMo, BERT and MT-DNN, architectures which leverage these concepts and have recently achieved some State Of The Art (SOTA) results on NLP tasks. Embeddings from Language Models (ELMo) An introduction to ELMo can be found in this…

Bitmap indexes in Go: unbelievable search speed

Foreword My name is Marko and I gave a talk at Gophercon Russia this year about a very interesting kind of indexes called “bitmap indexes”. I wanted to share it with the community, not only in video format, but as an article too. Please enjoy! Additional materials, slides and all…

Run, config, run: How we speed up config deploy

Configuration files (configs) are an integral part of most applications, but practice shows that they are far from being the most popular topic of discussion. Conversations about configs are mostly limited to discussing working with them directly in the code: how to structure them, whether or not using environmental variables…

Liveprof will show you how and why the performance of your PHP app changes over time

App performance is one of the key criteria for evaluating developers’ work. Profiler is a tool used for optimising the performance of PHP apps in particular. If you’re seeing an increased response time but you’re not sure which parts of the code are causing it, you can use XHProf to…

Implementing UI in iOS: Better, faster, and it scales!

A few months ago I came across a very interesting documentary series on Netflix called Abstract, they basically explore the output of professional designers from different sectors like architecture, graphic design, fashion, … in their workplaces. It was easy to spot some similarities in the work of designers from…

PHP Xdebug proxy: when Xdebug’s standard capabilities are insufficient

Xdebug is often used for debugging PHP programs. However, IDE and Xdebug’s standard capabilities are not always sufficient. Some, but not all, problems can be resolved using the Xdebug proxy, pydbgpproxy. This is why I have created a PHP Xdebug proxy based on the asynchronous framework, amphp. In this article…

Universal links for Android and iOS

Sharing between platforms should always work Mobile apps have given a huge amount of good things to the human race, but at the same time, they have broken the internet. Instead of easy-to-understand links to sites which can be copied and shared, now you have to tell people what app to use to access which content. …

Particle systems: a Christmas story

Christmas has always been one of my favourite times of the year. For me, Christmas is a season that brings so much love, laughter, happiness, and other magical things into our lives. I was born and raised in Spain, more specifically in Tenerife, a sunny subtropical island in the middle…

How we achieved a 6x reduction of ANRs. Part 1: Collecting Data

One of the worst things that can happen to your app’s responsiveness is an Application Not Responding (ANR) dialogue. A high ANR rate may affect user experience and, potentially, Google Play search positions and featuring. At the beginning of the year, we had ANR rate above the Google Play threshold…

Mistakes Unity novices make, based on first-hand experience

Hi, all. It’s me again, Ilya Kudinov, QA engineer at Badoo. Today I am not going to talk about testing but about gamedev. No, this isn’t something we do at Badoo; developing computer games is a hobby of mine. Industry professionals, don’t be harsh in your judgement. All the advice…

PHP code static analysis based on the example of PHPStan, Phan and Psalm

As a company Badoo has been around for over 12 years now. We have a lot of PHP code (millions of lines of code) and there are probably still strings of code that we use which were written all 12 years ago. Some of them were written back in the…

Optimising relational databases with zero downtime

A case study of Badoo’s most loaded database Optimising relational databases is much harder in high-load circumstances: buying an even more powerful hardware is expensive, and one cannot just turn off the app at night to alter the database and migrate data. In this article I would like to tell you how we completely changed the inner structure…

How to use Composite builds as a replacement of buildSrc in Gradle

Gradle buildSrc approach has become standard for implementing custom plugins, tasks and specifying common configurations (like dependencies list and versions) but has one major flaw — it invalidates a build cache when it is changed. On the other hand, Gradle also provides an alternative composite build approach that lacks this…