Big Data is a collection of different data management applications that support multiple analytics uses. Analytics without the ability to manage large data is not an effective, and so, enterprises explore to leverage Big Data technology such as Hadoop. A new turning technique (Semi Infinite Distribution) is introduced to standardize the large data in cloud or online resources. The effectiveness of the technique is evaluated using a Taillord Benchmark Data and the results are compared with the current FIFO based sequencing technique. A better improvement is achieved about 80.8% in completion time by sacrificing an average 0.06milliseconds of process time.