Re: Re: Fwd: Phoenix in production
On Wed, Jan 7, 2015 at 1:43 PM, anil gupta anilgupt...@gmail.com wrote: Yup, I am aware of Spark HBase integration. Phoenix-Spark integration would be more sweet. :) Hi Anil, I'm using Spark and Phoenix in production fairly successfully. There's very little required for integration, since Phoenix has Hadoop Input and Output formats that Spark can use natively. As well, there is anther project which aims to bring the full Spark SQL integration to Phoenix: https://github.com/simplymeasured/phoenix-spark Josh
Re: Re: Fwd: Phoenix in production
Hi, spark-phoenix integration would be great as Spark community is greately active now and more and more developers are using Apache Spark. Thanks, Sun. From: James Taylor Date: 2015-01-07 16:10 To: su...@certusnet.com.cn Subject: Re: Fwd: Phoenix in production This is great, Sun! Thank you so much. Would you mind posting this on our user list in response to Siddharth's email? I think other Phoenix users would find it interesting as well. On a side note, not sure how general what you developed is, but it would be interesting to pursue a general Spark integration in Phoenix as an open source contribution. Thanks, James On Tue, Jan 6, 2015 at 5:41 PM, su...@certusnet.com.cn su...@certusnet.com.cn wrote: Hi, James Siddharth Glad to share our experience of using Phoenix in Production. I believe that Siddharth had done sufficient tests and practices about Phoenix performance. Here are some tips about how we are using Phoenix for our projects: 1. We facilitate Phoenix to give convinience for both RD and QA engineers, as they are glad to use standard sql to operate hbase with no much loss of query performance. 2. In Production environment, we mainly integrate Apache Spark with Phoenix to optimize data loading to Phoenix tables with or withour secondary indexes. Glad that current performance of writing had worked smoothly with both compared to previously used MySQL InfoBright and other sql schema. We both had tested a lot for secondary indexes and query optimization for Phoenix before moving Phoenix to Production environment. Now we can get most of the features worked for Phoenix in our job. 3. Challenges had a lot too, such as bulkload performance with wal enabled, query optimization, statistical data collection with Phoenix full table scan, and so on. However, we believe Phoenix be a sufficient schema for sql query over HBase and we are glad that even more our projects are considering using Phoenix. Thanks, Sun. CertusNet From: James Taylor Date: 2015-01-07 09:10 To: su...@certusnet.com.cn Subject: Fwd: Phoenix in production Hi Sun, Any experiences you can share with Siddharth? Thanks, James -- Forwarded message -- From: Siddharth Ubale siddharth.ub...@syncoms.com Date: Thu, Jan 1, 2015 at 11:21 PM Subject: Phoenix in production To: user@phoenix.apache.org user@phoenix.apache.org Hi Guys, We are seriously thinking of phoenix in Production environment , however, we have no much data of how Phoenix is behaving in production. Can anyone let us know if anyone is using Phoenix in Production and any challenges which they have experienced. Thanks, Siddharth Ubale, Synchronized Communications #43, Velankani Tech Park, Block No. II, 3rd Floor, Electronic City Phase I, Bangalore – 560 100 Tel : +91 80 3202 4060 Web: www.syncoms.com London|Bangalore|Orlando we innovate, plan, execute, and transform the business
Re: Re: Fwd: Phoenix in production
We have been using Phoenix 2.2.3 in production for about a year and I agree with the previous comments. - Mainly a storage for temporal OLAP-like data in single tables without secondary indexes. - Data ingested via pig on hourly basis. - Heavy usage of composite primary keys using skip-scans whenever possible. - Use salting. - Jooq's MySQL dialect works quite well with Phoenix. - The only real downtime we had was when we mistakenly connected to Phoenix using a newer client which automatically upgraded the cluster. The forced us to upgrade all region servers with new phoenix jar files. - We are going to upgrade to Phoenix 3.0 sometime soon. All and all happy with Phoenix. Just make sure to read the documentation and follow advice found on http://phoenix.apache.org and you'll be fine. Cheers, -Kristoffer On Wed, Jan 7, 2015 at 9:17 AM, su...@certusnet.com.cn su...@certusnet.com.cn wrote: Hi, spark-phoenix integration would be great as Spark community is greately active now and more and more developers are using Apache Spark. Thanks, Sun. -- -- *From:* James Taylor jamestay...@apache.org *Date:* 2015-01-07 16:10 *To:* su...@certusnet.com.cn *Subject:* Re: Fwd: Phoenix in production This is great, Sun! Thank you so much. Would you mind posting this on our user list in response to Siddharth's email? I think other Phoenix users would find it interesting as well. On a side note, not sure how general what you developed is, but it would be interesting to pursue a general Spark integration in Phoenix as an open source contribution. Thanks, James On Tue, Jan 6, 2015 at 5:41 PM, su...@certusnet.com.cn su...@certusnet.com.cn wrote: Hi, James Siddharth Glad to share our experience of using Phoenix in Production. I believe that Siddharth had done sufficient tests and practices about Phoenix performance. Here are some tips about how we are using Phoenix for our projects: 1. We facilitate Phoenix to give convinience for both RD and QA engineers, as they are glad to use standard sql to operate hbase with no much loss of query performance. 2. In Production environment, we mainly integrate Apache Spark with Phoenix to optimize data loading to Phoenix tables with or withour secondary indexes. Glad that current performance of writing had worked smoothly with both compared to previously used MySQL InfoBright and other sql schema. We both had tested a lot for secondary indexes and query optimization for Phoenix before moving Phoenix to Production environment. Now we can get most of the features worked for Phoenix in our job. 3. Challenges had a lot too, such as bulkload performance with wal enabled, query optimization, statistical data collection with Phoenix full table scan, and so on. However, we believe Phoenix be a sufficient schema for sql query over HBase and we are glad that even more our projects are considering using Phoenix. Thanks, Sun. -- -- CertusNet *From:* James Taylor jamestay...@apache.org *Date:* 2015-01-07 09:10 *To:* su...@certusnet.com.cn *Subject:* Fwd: Phoenix in production Hi Sun, Any experiences you can share with Siddharth? Thanks, James -- Forwarded message -- From: Siddharth Ubale siddharth.ub...@syncoms.com Date: Thu, Jan 1, 2015 at 11:21 PM Subject: Phoenix in production To: user@phoenix.apache.org user@phoenix.apache.org Hi Guys, We are seriously thinking of phoenix in Production environment , however, we have no much data of how Phoenix is behaving in production. Can anyone let us know if anyone is using Phoenix in Production and any challenges which they have experienced. Thanks, Siddharth Ubale, *Synchronized Communications * *#43, Velankani Tech Park, Block No. II, * *3rd Floor, Electronic City Phase I,* *Bangalore – 560 100* *Tel : +91 80 3202 4060 %2B91%2080%203202%204060* *Web:* *www.syncoms.com* http://www.syncoms.com/ *[image: LogoNEWmohLARGE]* *London*|*Bangalore*|*Orlando* *we innovate, plan, execute, and transform the business*
Re: Re: Fwd: Phoenix in production
Hi Anil, Well, there are already good opensouce project on github for Spark on HBase, like the following: https://github.com/cloudera-labs/SparkOnHBase Phoenix integration shall be more convenient based on that. Considering to share our code for using that schema. Thanks, Sun. CertusNet From: anil gupta Date: 2015-01-07 16:28 To: user@phoenix.apache.org CC: James Taylor; dev Subject: Re: Re: Fwd: Phoenix in production Hi Sun, Phoenix-Spark would be a nice addon if you can open source it. I am planning/thinking to using Spark on HBase for one of my project. ~Anil On Wed, Jan 7, 2015 at 12:17 AM, su...@certusnet.com.cn su...@certusnet.com.cn wrote: Hi, spark-phoenix integration would be great as Spark community is greately active now and more and more developers are using Apache Spark. Thanks, Sun. From: James Taylor Date: 2015-01-07 16:10 To: su...@certusnet.com.cn Subject: Re: Fwd: Phoenix in production This is great, Sun! Thank you so much. Would you mind posting this on our user list in response to Siddharth's email? I think other Phoenix users would find it interesting as well. On a side note, not sure how general what you developed is, but it would be interesting to pursue a general Spark integration in Phoenix as an open source contribution. Thanks, James On Tue, Jan 6, 2015 at 5:41 PM, su...@certusnet.com.cn su...@certusnet.com.cn wrote: Hi, James Siddharth Glad to share our experience of using Phoenix in Production. I believe that Siddharth had done sufficient tests and practices about Phoenix performance. Here are some tips about how we are using Phoenix for our projects: 1. We facilitate Phoenix to give convinience for both RD and QA engineers, as they are glad to use standard sql to operate hbase with no much loss of query performance. 2. In Production environment, we mainly integrate Apache Spark with Phoenix to optimize data loading to Phoenix tables with or withour secondary indexes. Glad that current performance of writing had worked smoothly with both compared to previously used MySQL InfoBright and other sql schema. We both had tested a lot for secondary indexes and query optimization for Phoenix before moving Phoenix to Production environment. Now we can get most of the features worked for Phoenix in our job. 3. Challenges had a lot too, such as bulkload performance with wal enabled, query optimization, statistical data collection with Phoenix full table scan, and so on. However, we believe Phoenix be a sufficient schema for sql query over HBase and we are glad that even more our projects are considering using Phoenix. Thanks, Sun. CertusNet From: James Taylor Date: 2015-01-07 09:10 To: su...@certusnet.com.cn Subject: Fwd: Phoenix in production Hi Sun, Any experiences you can share with Siddharth? Thanks, James -- Forwarded message -- From: Siddharth Ubale siddharth.ub...@syncoms.com Date: Thu, Jan 1, 2015 at 11:21 PM Subject: Phoenix in production To: user@phoenix.apache.org user@phoenix.apache.org Hi Guys, We are seriously thinking of phoenix in Production environment , however, we have no much data of how Phoenix is behaving in production. Can anyone let us know if anyone is using Phoenix in Production and any challenges which they have experienced. Thanks, Siddharth Ubale, Synchronized Communications #43, Velankani Tech Park, Block No. II, 3rd Floor, Electronic City Phase I, Bangalore – 560 100 Tel : +91 80 3202 4060 Web: www.syncoms.com London|Bangalore|Orlando we innovate, plan, execute, and transform the business -- Thanks Regards, Anil Gupta
Re: Re: Fwd: Phoenix in production
Yup, I am aware of Spark HBase integration. Phoenix-Spark integration would be more sweet. :) On Wed, Jan 7, 2015 at 12:40 AM, su...@certusnet.com.cn su...@certusnet.com.cn wrote: Hi Anil, Well, there are already good opensouce project on github for Spark on HBase, like the following: https://github.com/cloudera-labs/SparkOnHBase Phoenix integration shall be more convenient based on that. Considering to share our code for using that schema. Thanks, Sun. -- -- CertusNet *From:* anil gupta anilgupt...@gmail.com *Date:* 2015-01-07 16:28 *To:* user@phoenix.apache.org *CC:* James Taylor jamestay...@apache.org; dev d...@phoenix.apache.org *Subject:* Re: Re: Fwd: Phoenix in production Hi Sun, Phoenix-Spark would be a nice addon if you can open source it. I am planning/thinking to using Spark on HBase for one of my project. ~Anil On Wed, Jan 7, 2015 at 12:17 AM, su...@certusnet.com.cn su...@certusnet.com.cn wrote: Hi, spark-phoenix integration would be great as Spark community is greately active now and more and more developers are using Apache Spark. Thanks, Sun. -- -- *From:* James Taylor jamestay...@apache.org *Date:* 2015-01-07 16:10 *To:* su...@certusnet.com.cn *Subject:* Re: Fwd: Phoenix in production This is great, Sun! Thank you so much. Would you mind posting this on our user list in response to Siddharth's email? I think other Phoenix users would find it interesting as well. On a side note, not sure how general what you developed is, but it would be interesting to pursue a general Spark integration in Phoenix as an open source contribution. Thanks, James On Tue, Jan 6, 2015 at 5:41 PM, su...@certusnet.com.cn su...@certusnet.com.cn wrote: Hi, James Siddharth Glad to share our experience of using Phoenix in Production. I believe that Siddharth had done sufficient tests and practices about Phoenix performance. Here are some tips about how we are using Phoenix for our projects: 1. We facilitate Phoenix to give convinience for both RD and QA engineers, as they are glad to use standard sql to operate hbase with no much loss of query performance. 2. In Production environment, we mainly integrate Apache Spark with Phoenix to optimize data loading to Phoenix tables with or withour secondary indexes. Glad that current performance of writing had worked smoothly with both compared to previously used MySQL InfoBright and other sql schema. We both had tested a lot for secondary indexes and query optimization for Phoenix before moving Phoenix to Production environment. Now we can get most of the features worked for Phoenix in our job. 3. Challenges had a lot too, such as bulkload performance with wal enabled, query optimization, statistical data collection with Phoenix full table scan, and so on. However, we believe Phoenix be a sufficient schema for sql query over HBase and we are glad that even more our projects are considering using Phoenix. Thanks, Sun. -- -- CertusNet *From:* James Taylor jamestay...@apache.org *Date:* 2015-01-07 09:10 *To:* su...@certusnet.com.cn *Subject:* Fwd: Phoenix in production Hi Sun, Any experiences you can share with Siddharth? Thanks, James -- Forwarded message -- From: Siddharth Ubale siddharth.ub...@syncoms.com Date: Thu, Jan 1, 2015 at 11:21 PM Subject: Phoenix in production To: user@phoenix.apache.org user@phoenix.apache.org Hi Guys, We are seriously thinking of phoenix in Production environment , however, we have no much data of how Phoenix is behaving in production. Can anyone let us know if anyone is using Phoenix in Production and any challenges which they have experienced. Thanks, Siddharth Ubale, *Synchronized Communications * *#43, Velankani Tech Park, Block No. II, * *3rd Floor, Electronic City Phase I,* *Bangalore – 560 100* *Tel : +91 80 3202 4060 %2B91%2080%203202%204060* *Web:* *www.syncoms.com* http://www.syncoms.com/ *[image: LogoNEWmohLARGE]* *London*|*Bangalore*|*Orlando* *we innovate, plan, execute, and transform the business* -- Thanks Regards, Anil Gupta -- Thanks Regards, Anil Gupta
