Spark Performance Tuning | Handling DATA Skewness | Interview Question

Ғылым және технология

#Spark #Persist #Broadcast #Performance #Optimization
Please join as a member in my channel to get additional benefits like materials in BigData , Data Science, live streaming for Members and many more
Click here to subscribe : / @techwithviresh
About us:
We are a technology consulting and training providers, specializes in the technology areas like : Machine Learning,AI,Spark,Big Data,Nosql, graph DB,Cassandra and Hadoop ecosystem.
Mastering Spark : • Spark Scenario Based I...
Mastering Hive : • Mastering Hive Tutoria...
Spark Interview Questions : • Cache vs Persist | Spa...
Mastering Hadoop : • Hadoop Tutorial | Map ...
Visit us :
Email: techwithviresh@gmail.com
Facebook : / tech-greens
Twitter :
Thanks for watching
Please Subscribe!!! Like, share and comment!!!!

Пікірлер: 34

  • @SpiritOfIndiaaa
    @SpiritOfIndiaaa4 жыл бұрын

    thank you so much , really good , so what is the difference b/w isolation salting and salting ? and what is difference b/w , isolation map join & map join ??

  • @Dsmehra379
    @Dsmehra3794 жыл бұрын

    thank you so much for this video, but i am not able to find the 2nd part of this video.. Can you please comment the link for the part 2 video

  • @AdityaKommu1
    @AdityaKommu13 жыл бұрын

    Hello, Your videos are very good, Can you please do a video on incremental data load and full data load by taking an example?

  • @sahiba2227
    @sahiba22273 жыл бұрын

    7:24, repartition does full shuffling and hence creates equal size partitions. i.e It always guarantess the equal sized partitions.

  • @vijeandran
    @vijeandran3 жыл бұрын

    Hi Viresh, Thanks for the video.... How can we achieve salting technique in Pyspark?

  • @desparadoking8209
    @desparadoking82092 жыл бұрын

    Very informative video 👍🙂

  • @rishigc
    @rishigc3 жыл бұрын

    @TechWithViresh I simply love your videos. I have watched your other tutorial videos too. They are awesome. I am interested in knowing how to do Iterative Broadcast Join with the SQL API. Any help is highly appreciated. Can you pls advise.

  • @brothermalcolm
    @brothermalcolm2 жыл бұрын

    Great video, like the pace, like the presentation.

  • @TechWithViresh

    @TechWithViresh

    Жыл бұрын

    Glad you liked it!

  • @ramkumarananthapalli7151
    @ramkumarananthapalli71512 жыл бұрын

    Thank you for making this video. Could you suggest on which column mean, medium and the mode are calculated?

  • @bentchow

    @bentchow

    Жыл бұрын

    The columns are those that are being shuffled by such as the join columns or group by columns. There is data skew when the distribution is not normal.

  • @Gecasomx
    @Gecasomx3 жыл бұрын

    Thanks for the video, no part 2 tho?

  • @udaynayak4788
    @udaynayak47882 жыл бұрын

    Hi Viresh, can you please share the link for part 2

  • @vivekpuurkayastha1580
    @vivekpuurkayastha15802 жыл бұрын

    If the partition key is non numeric then how to perform salting? like your tower ids were numeric, but if instead of being 1, 2, .. they are to be A, B, ...

  • @harshvardhansolanki1466
    @harshvardhansolanki14664 жыл бұрын

    Thank you so much for the video. I seek some clarification though. In your example you did mapPartition. Means for each partition of different keys, you updated the key with salt. But still the records remained in the respective partitions only. How will those records be shuffled across partitions for equal distribution?

  • @TechWithViresh

    @TechWithViresh

    4 жыл бұрын

    Partition will change with the change in the key, as it is essentially the hascode of key+salt now.

  • @harshvardhansolanki1466

    @harshvardhansolanki1466

    4 жыл бұрын

    @@TechWithViresh I tried it so I believe a new DF will have to be created and REPARTITIONED again! in order for the records to be shuffle by updated salted keys. It wont just trigger shuffle on key update in mapPartition function! That only makes sense.

  • @jaiharsad7121
    @jaiharsad71214 жыл бұрын

    Hi sir, pls upload the spark interview question videos which were present earlier.. I'm not able to find them in your playlist

  • @TechWithViresh

    @TechWithViresh

    4 жыл бұрын

    All the videos are uploaded, please check:)

  • @ajaywade9418
    @ajaywade9418 Жыл бұрын

    video from 11:30, we are adding random key to exiting towerid key for Example. tower id: 101 and salt key : 67 then 101+67= 168 hash value of the 168 would be a final value right. what in case of partition column is string datatype. ??

  • @TechWithViresh

    @TechWithViresh

    Жыл бұрын

    Incase of strings, we can add surrogate keys, based on string column values and then do the salting.

  • @chilukapavan6344
    @chilukapavan63444 жыл бұрын

    Awesome video 🙏...can you pls share part2 video link

  • @TechWithViresh

    @TechWithViresh

    4 жыл бұрын

    Coming Soon!! , Thanks :)

  • @pareshpal3533

    @pareshpal3533

    3 жыл бұрын

    @@TechWithViresh when ?

  • @ayanbizz
    @ayanbizz4 жыл бұрын

    Nice explanation.A couple of questions 1) Repartitioning does ensure the data distribution is not skewed (unlike coalesce) 2) You said repartitioning uses the hash value to distribute the data (are you talking about bucketing ?)

  • @TechWithViresh

    @TechWithViresh

    4 жыл бұрын

    There are two provided partitioners in Spark 1. Hash partitioner and 2. Range partitioner.Default is Hash one.

  • @harshvardhansolanki1466

    @harshvardhansolanki1466

    4 жыл бұрын

    If you repartition on column, there you can get skewed data. If you repartition by number of parts then distribution may be almost equal.

  • @thanoojbharateeyudu3786
    @thanoojbharateeyudu37863 жыл бұрын

    We could loose our key join by Salting key adding random numbers If we want to do join with the same key then problem May be join key could be the different on other than salted column

  • @aneksingh4496
    @aneksingh44964 жыл бұрын

    have u uploaded part 2 of this

  • @TechWithViresh

    @TechWithViresh

    4 жыл бұрын

    Check out other videos in the playlist for performance optimization and executor tuning.

  • @rishigc
    @rishigc3 жыл бұрын

    where is Part 2 ?

  • @Hk-eo5yr
    @Hk-eo5yr4 жыл бұрын

    can u share part 2 video

  • @TechWithViresh

    @TechWithViresh

    4 жыл бұрын

    Coming Soon!! , Thanks :)

  • @bhuneshwarsingh630
    @bhuneshwarsingh6304 жыл бұрын

    please give some solid coding example with explaination

Келесі