DataBricks, a commercial company founded by the creators of Spark, adopts a software development philosophy different from that of Cloudera and Hortonworks and sticks to the on-the-cloud subscription, making it one of the leading companies in the industry. Some analysts say the integration of streaming technologies like Hadoop and Spark/Flink in cloud platforms has made basic products of Cloudera and Hortonworks fall behind. This is especially true after the merge of Cloudera and Hortonworks. Local big data services seem to have a decreasing share of the big data market. For the big data service alone, mainstream cloud service providers can provide dozens of services. Over the past few years, big data services on the cloud have become more mature. By choosing a cloud platform, an enterprise can extend its technical boundary and provide technical support for its business boundary extension. This is actually a major reason why many enterprises choose cloud platforms. ![]() An enterprise may consider migrating to the cloud when it requires a specific capability (like AI or big data) but it does not have adequate technology support or its core competitiveness is not technology. Unlike the "Replacement" of the existing technical boundaries, today a new answer to this question is when an enterprise needs to "extend" its technical boundary. When should an enterprise decide to migrate to the cloud? In the past, the answer to this question may have been that when an enterprise wants an alternative to purchasing new hardware to meet new business needs (mainly from the perspective of cost) or it needs elastic computing and finds that a cloud platform is a good solution for scaling IT resources during business peaks.
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