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When to Use MapReduce with Big Data MapReduce is a programming model for distributed computation on big data sets in parallel. It's a module in the Apache Hadoop open source ecosystem, and a range of queries may be done based on the algorithms available. Here's when it's suitable (and not suitable) to use MapReduce for generating and processing data. |
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If Santa Can Be Agile, So Can You To improve his toy development lifecycle, Santa Claus had the North Pole move to an agile and DevOps approach. Santa knows it's important to accept requirements late in the process, work incrementally, deploy on time, and—above all—focus on the customer. Here’s what he found to be more effective with agile and DevOps. |
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5 Questions to Ask When Choosing a Software Provider When working with an outside company to develop a new product, there are many things to consider. You need to find a service provider that can make your vision a reality on time and on budget. Here are five questions you should ask prospective service providers to make sure they will be a good fit for what you need. |
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2 Ways to Know Your Work Is Actually Done Some people think a good indication that a piece of work is done is if it's been tested. But by whom, and how? Testing alone doesn’t specifically determine whether you are done—especially when we probably don’t mean the same thing when we all talk about testing. Here are two ways to know when your work is truly done. |
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4 Tips to Refocus Stale Standups The daily standup is supposed to get everyone on the same page and make teams more productive and efficient. But it’s easy for this short meeting to become stale and stop providing any real benefit. Here are four ways to get out of the slump of merely delivering status updates and re-energize your daily standups. |
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Is Your Culture about Responsibility or Blame? When things go wrong, it can be helpful to understand what happened and who was involved. However, all too often organizations (and the managers within) confuse responsibility with assigning blame. The former is essential for improvement. The latter works against an effective, collaborative, productive culture. |
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Beware of Success Stories The tendency to look back and think you know what contributed to a success is called survivorship bias. It occurs when you make a decision or take some action based on past successes while ignoring past failures. That's why it's important to approach reports of successful projects with a healthy dose of skepticism. |
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Trusting Your Data: Garbage In, Garbage Out Poor quality input will always produce faulty output. Improper validation of data input can affect more than just security; it can also affect your ability to make effective business decisions. Bad data can have impacts on how you make quantitative decisions or create reports, if you can’t trust the data you receive. |