Systems | Development | Analytics | API | Testing

Every time a website crashes under load, or a feature responds so slowly that users abandon it, you’ve run into a missing or poorly defined non-functional requirement. Studies show that unclear requirements contribute to nearly 47% of project failures. Most of those failures come from missing or weak non-functional requirements.

The growth in the ERP SAAS space has seen a 17% increase in the last year projected to increase to $62 billion in 2028. Customers prefer to take the enterprise route to manage their business. The hassles of maintaining custom applications, adapting to change at pace to meet the competitive edge and flexibility to provide their customers the best experience are some of the driving factors.

Banking transformation is one of the highest-stakes projects many financial institutions undertake. Whether you are replacing or upgrading core banking systems, launching new digital channels or shifting to cloud-native operations, the risks are many – and the failure rate remains alarmingly high. Recent industry studies suggest more than 55% of banks cite legacy core banking limitations as holding back their digital goals.

Does it sometimes feel like the world of AI is constantly resetting the clock? One day you’re under pressure to deliver value fast with your AI project. The next, a prominent study claims most projects deliver zero value. Then, a leading business publication explains that, actually, value doesn’t even matter right now. All while the technology itself is advancing at a dizzying pace.

By 2026, all-in-one data platforms will dominate because they deliver faster time-to-value, built-in governance, and AI copilots that actually work. Orchestration-only tools remain powerful for engineering-heavy teams, but most organizations will move to managed platforms that reduce incidents, simplify compliance, and accelerate insight delivery.

Suppose you’re hungry and can’t go outside to have food due to ‘n’ number of meetings already lined up, what would you do? You’ll just open your favorite food delivery app, scroll through endless restaurant options, place an order within minutes, and get your meal delivered right to your desk. Convenient, isn’t it?

When you build Elixir applications, you'll likely encounter scenarios where you need to handle large datasets efficiently. Whether you're importing user data from a CSV file, updating thousands of product prices, or synchronizing data from external APIs, performing operations one record at a time can quickly become a performance bottleneck. In this two-part tutorial, we'll start by exploring Ecto's powerful batch update and advanced insert capabilities for handling bulk data operations.