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Around 5% of Software Projects Produce Thousands of Errors Every Month

Research firm IDC predicts that by 2025, nearly two-thirds of enterprises will be prolific software producers — with code deployed daily and over 90% of new apps developed as cloud native.

The new 2022 Airbrake Error Data Report from LogicMonitor offers insight into error patterns that can impact developer efficiency and quality. Key findings from the include:

■ Around 5% of all projects produce multiple thousands of errors every month

■ Around 90% of all projects have less than 10 different types of errors per month

In terms of fixing errors:

■ One-third of all software projects fix their errors in less than two weeks

■ 16.8% of all projects closed errors with relative immediacy (within 24 hours)

■ 32% of all projects manage to close errors within the same sprint (2-week window)

■ 37.5% of all projects closed errors after 90 days

When examining common errors that occur in individual coding languages, the report found that:

■ 75.7% of all Java projects contain java.lang.NullPointerExceptions

■ 57% of all Golang Projects contain *errors.errorString

■ 53.3% of all Ruby projects contain *NoMethodError

■ 28.3% of all Python projects contain a ConnectionError

■ 19.3% of all JavaScript projects contain a SecurityError

Goran Sandahl, Growth Director, Airbrake, said: "With today's continued focus on no-code tools and new computing paradigms like web3, it is obvious that most code is yet to be written. This means it is important that we as a community continue to highlight best practices and insights like the ones exposed in this report, and help every developer adopt monitoring as early as possible in their project lifecycles."

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Around 5% of Software Projects Produce Thousands of Errors Every Month

Research firm IDC predicts that by 2025, nearly two-thirds of enterprises will be prolific software producers — with code deployed daily and over 90% of new apps developed as cloud native.

The new 2022 Airbrake Error Data Report from LogicMonitor offers insight into error patterns that can impact developer efficiency and quality. Key findings from the include:

■ Around 5% of all projects produce multiple thousands of errors every month

■ Around 90% of all projects have less than 10 different types of errors per month

In terms of fixing errors:

■ One-third of all software projects fix their errors in less than two weeks

■ 16.8% of all projects closed errors with relative immediacy (within 24 hours)

■ 32% of all projects manage to close errors within the same sprint (2-week window)

■ 37.5% of all projects closed errors after 90 days

When examining common errors that occur in individual coding languages, the report found that:

■ 75.7% of all Java projects contain java.lang.NullPointerExceptions

■ 57% of all Golang Projects contain *errors.errorString

■ 53.3% of all Ruby projects contain *NoMethodError

■ 28.3% of all Python projects contain a ConnectionError

■ 19.3% of all JavaScript projects contain a SecurityError

Goran Sandahl, Growth Director, Airbrake, said: "With today's continued focus on no-code tools and new computing paradigms like web3, it is obvious that most code is yet to be written. This means it is important that we as a community continue to highlight best practices and insights like the ones exposed in this report, and help every developer adopt monitoring as early as possible in their project lifecycles."

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According to Auvik's 2025 IT Trends Report, 60% of IT professionals feel at least moderately burned out on the job, with 43% stating that their workload is contributing to work stress. At the same time, many IT professionals are naming AI and machine learning as key areas they'd most like to upskill ...

Businesses that face downtime or outages risk financial and reputational damage, as well as reducing partner, shareholder, and customer trust. One of the major challenges that enterprises face is implementing a robust business continuity plan. What's the solution? The answer may lie in disaster recovery tactics such as truly immutable storage and regular disaster recovery testing ...

IT spending is expected to jump nearly 10% in 2025, and organizations are now facing pressure to manage costs without slowing down critical functions like observability. To meet the challenge, leaders are turning to smarter, more cost effective business strategies. Enter stage right: OpenTelemetry, the missing piece of the puzzle that is no longer just an option but rather a strategic advantage ...

Amidst the threat of cyberhacks and data breaches, companies install several security measures to keep their business safely afloat. These measures aim to protect businesses, employees, and crucial data. Yet, employees perceive them as burdensome. Frustrated with complex logins, slow access, and constant security checks, workers decide to completely bypass all security set-ups ...

Image
Cloudbrink's Personal SASE services provide last-mile acceleration and reduction in latency

In MEAN TIME TO INSIGHT Episode 13, Shamus McGillicuddy, VP of Research, Network Infrastructure and Operations, at EMA discusses hybrid multi-cloud networking strategy ... 

In high-traffic environments, the sheer volume and unpredictable nature of network incidents can quickly overwhelm even the most skilled teams, hindering their ability to react swiftly and effectively, potentially impacting service availability and overall business performance. This is where closed-loop remediation comes into the picture: an IT management concept designed to address the escalating complexity of modern networks ...

In 2025, enterprise workflows are undergoing a seismic shift. Propelled by breakthroughs in generative AI (GenAI), large language models (LLMs), and natural language processing (NLP), a new paradigm is emerging — agentic AI. This technology is not just automating tasks; it's reimagining how organizations make decisions, engage customers, and operate at scale ...

In the early days of the cloud revolution, business leaders perceived cloud services as a means of sidelining IT organizations. IT was too slow, too expensive, or incapable of supporting new technologies. With a team of developers, line of business managers could deploy new applications and services in the cloud. IT has been fighting to retake control ever since. Today, IT is back in the driver's seat, according to new research by Enterprise Management Associates (EMA) ...

In today's fast-paced and increasingly complex network environments, Network Operations Centers (NOCs) are the backbone of ensuring continuous uptime, smooth service delivery, and rapid issue resolution. However, the challenges faced by NOC teams are only growing. In a recent study, 78% state network complexity has grown significantly over the last few years while 84% regularly learn about network issues from users. It is imperative we adopt a new approach to managing today's network experiences ...

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From growing reliance on FinOps teams to the increasing attention on artificial intelligence (AI), and software licensing, the Flexera 2025 State of the Cloud Report digs into how organizations are improving cloud spend efficiency, while tackling the complexities of emerging technologies ...