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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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An overwhelming majority of IT leaders (95%) believe the upcoming wave of AI-powered digital transformation is set to be the most impactful and intensive seen thus far, according to The Science of Productivity: AI, Adoption, And Employee Experience, a new report from Nexthink ...

Overall outage frequency and the general level of reported severity continue to decline, according to the Outage Analysis 2025 from Uptime Institute. However, cyber security incidents are on the rise and often have severe, lasting impacts ...

In March, New Relic published the State of Observability for Media and Entertainment Report to share insights, data, and analysis into the adoption and business value of observability across the media and entertainment industry. Here are six key takeaways from the report ...

Regardless of their scale, business decisions often take time, effort, and a lot of back-and-forth discussion to reach any sort of actionable conclusion ... Any means of streamlining this process and getting from complex problems to optimal solutions more efficiently and reliably is key. How can organizations optimize their decision-making to save time and reduce excess effort from those involved? ...

As enterprises accelerate their cloud adoption strategies, CIOs are routinely exceeding their cloud budgets — a concern that's about to face additional pressure from an unexpected direction: uncertainty over semiconductor tariffs. The CIO Cloud Trends Survey & Report from Azul reveals the extent continued cloud investment despite cost overruns, and how organizations are attempting to bring spending under control ...

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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 ...

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