Hadoop develop

博学笃志,切问近思,此八字,是收放心的工夫。 神闲气静,智深勇沉,此八字,是干大事的本领。

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一、总决

      “天下武功唯快不败”,数据化运营战略在不同的行业、不同的企业之间是不同的,但是亦有其共性,即:快速的数据就绪和响应能力。完美主义者适合生活在保温箱里,唯有实践者才是真英雄。

二、纵向打通:数据价值链

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

      通则不痛,纵向打通的是底层数据到上层业务应用之间的通路。数据来源于业务,而终将反馈到业务。业务数据化和数据业务化,殊途同归,其目的都在于数据价值的挖掘。

三、横向关联:跨业务领域数据整合

      企业数据的不通,在综合型集团性企业中体现的特别明显,对于单一业务型企业,则体现为跨部门的数据烟筒式发展;二集团型企业的特点则体现为跨业务领域的不通,如电商业务和团购业务,电商与金融等等。这里面涉及到一个数据架构的层次问题。传统的数据架构层次为:subject area - >Topic,两级模式,已经不能适用大规模集团化和多业务领域渗透的企业。必须重构数据架构的层次:即domain -> subject area ->topic三级数据层次。方能够满足需求。

 

 

posted on 2016-03-13 22:11  张子良  阅读(858)  评论(0编辑  收藏  举报