Siirry offline-tilaan Player FM avulla!
Top 6 Worst Apache Kafka JIRA Bugs
Manage episode 424666719 series 2510642
Entomophiliac, Anna McDonald (Principal Customer Success Technical Architect, Confluent) has seen her fair share of Apache Kafka® bugs. For her annual holiday roundup of the most noteworthy Kafka bugs, Anna tells Kris Jenkins about some of the scariest, most surprising, and most enlightening corner cases that make you ask, “Ah, so that’s how it really works?”
She shares a lot of interesting details about how batching works, the replication protocol, how Kafka’s networking stack dances with Linux’s one, and which is the most important Scala class to read, if you’re only going to read one.
In particular, Anna gives Kris details about a bug that he’s been thinking about lately – sticky partitioner (KAFKA-10888). When a Kafka producer sends several records to the same partition at around the same time, the partition can get overloaded. As a result, if too many records get processed at once, they can get stuck causing an unbalanced workload. Anna goes on to explain that the fix required keeping track of the number of offsets/messages written to each partition, and then batching to force more balanced distributions.
She found another bug that occurs when Kafka server triggers TCP Congestion Control in some conditions (KAFKA-9648). Anna explains that when Kafka server restarts and then executes the preferred replica leader, lots of replica leaders trigger cluster metadata updates. Then, all clients establish a server connection at the same time that lots TCP requests are waiting in the TCP sync queue.
The third bug she talks about (KAFKA-9211), may cause TCP delays after upgrading…. Oh, that’s a nasty one. She goes on to tell Kris about a rare bug (KAFKA-12686) in Partition.scala where there’s a race condition between the handling of an AlterIsrResponse and a LeaderAndIsrRequest. This rare scenario involves the delay of AlterIsrResponse when lots of ISR and leadership changes occur due to broker restarts.
Bugs five (KAFKA-12964) and six (KAFKA-14334) are no better, but you’ll have to plug in your headphones and listen in to explore the ghoulish adventures of Anna McDonald as she gives a nightmarish peek into her world of JIRA bugs. It’s just what you might need this holiday season!
EPISODE LINKS
- KAFKA-10888: Sticky partition leads to uneven product msg, resulting in abnormal delays in some partitions
- KAFKA-9648: Add configuration to adjust listen backlog size for Acceptor
- KAFKA-9211: Kafka upgrade 2.3.0 may cause tcp delay ack(Congestion Control)
- KAFKA-12686: Race condition in AlterIsr response handling
- KAFKA-12964: Corrupt segment recovery can delete new producer state snapshots
- KAFKA-14334: DelayedFetch purgatory not completed when appending as follower
- Optimizing for Low Latency and High Throughput
- Diagnose and Debug Apache Kafka Issues
- Watch the video
- Join the Confluent Community
- Learn more with Kafka tutorials, resources, and guides at Confluent Developer
- Use PODCAST100 to get $100 of free Confluent Cloud usage (details
Luvut
1. Intro (00:00:00)
2. Kafka JIRA-10888: The sticky partitioner (00:03:55)
3. Kafka JIRA-9648: SYN cookies with evil frosting (00:17:36)
4. Kafka JIRA-9211: TCP delays after upgrading (00:26:37)
5. Kafka JIRA-12686: Attack of the overloaded cluster (00:31:34)
6. Kafka JIRA-12964: A Killer From the Past Strikes When You Least Expect It (00:45:09)
7. Kafka JIRA-14334: Whoops! I forgot to buy you a gift by Christmas (00:54:50)
8. It's a wrap! (01:09:11)
265 jaksoa
Manage episode 424666719 series 2510642
Entomophiliac, Anna McDonald (Principal Customer Success Technical Architect, Confluent) has seen her fair share of Apache Kafka® bugs. For her annual holiday roundup of the most noteworthy Kafka bugs, Anna tells Kris Jenkins about some of the scariest, most surprising, and most enlightening corner cases that make you ask, “Ah, so that’s how it really works?”
She shares a lot of interesting details about how batching works, the replication protocol, how Kafka’s networking stack dances with Linux’s one, and which is the most important Scala class to read, if you’re only going to read one.
In particular, Anna gives Kris details about a bug that he’s been thinking about lately – sticky partitioner (KAFKA-10888). When a Kafka producer sends several records to the same partition at around the same time, the partition can get overloaded. As a result, if too many records get processed at once, they can get stuck causing an unbalanced workload. Anna goes on to explain that the fix required keeping track of the number of offsets/messages written to each partition, and then batching to force more balanced distributions.
She found another bug that occurs when Kafka server triggers TCP Congestion Control in some conditions (KAFKA-9648). Anna explains that when Kafka server restarts and then executes the preferred replica leader, lots of replica leaders trigger cluster metadata updates. Then, all clients establish a server connection at the same time that lots TCP requests are waiting in the TCP sync queue.
The third bug she talks about (KAFKA-9211), may cause TCP delays after upgrading…. Oh, that’s a nasty one. She goes on to tell Kris about a rare bug (KAFKA-12686) in Partition.scala where there’s a race condition between the handling of an AlterIsrResponse and a LeaderAndIsrRequest. This rare scenario involves the delay of AlterIsrResponse when lots of ISR and leadership changes occur due to broker restarts.
Bugs five (KAFKA-12964) and six (KAFKA-14334) are no better, but you’ll have to plug in your headphones and listen in to explore the ghoulish adventures of Anna McDonald as she gives a nightmarish peek into her world of JIRA bugs. It’s just what you might need this holiday season!
EPISODE LINKS
- KAFKA-10888: Sticky partition leads to uneven product msg, resulting in abnormal delays in some partitions
- KAFKA-9648: Add configuration to adjust listen backlog size for Acceptor
- KAFKA-9211: Kafka upgrade 2.3.0 may cause tcp delay ack(Congestion Control)
- KAFKA-12686: Race condition in AlterIsr response handling
- KAFKA-12964: Corrupt segment recovery can delete new producer state snapshots
- KAFKA-14334: DelayedFetch purgatory not completed when appending as follower
- Optimizing for Low Latency and High Throughput
- Diagnose and Debug Apache Kafka Issues
- Watch the video
- Join the Confluent Community
- Learn more with Kafka tutorials, resources, and guides at Confluent Developer
- Use PODCAST100 to get $100 of free Confluent Cloud usage (details
Luvut
1. Intro (00:00:00)
2. Kafka JIRA-10888: The sticky partitioner (00:03:55)
3. Kafka JIRA-9648: SYN cookies with evil frosting (00:17:36)
4. Kafka JIRA-9211: TCP delays after upgrading (00:26:37)
5. Kafka JIRA-12686: Attack of the overloaded cluster (00:31:34)
6. Kafka JIRA-12964: A Killer From the Past Strikes When You Least Expect It (00:45:09)
7. Kafka JIRA-14334: Whoops! I forgot to buy you a gift by Christmas (00:54:50)
8. It's a wrap! (01:09:11)
265 jaksoa
Tất cả các tập
×Tervetuloa Player FM:n!
Player FM skannaa verkkoa löytääkseen korkealaatuisia podcasteja, joista voit nauttia juuri nyt. Se on paras podcast-sovellus ja toimii Androidilla, iPhonela, ja verkossa. Rekisteröidy sykronoidaksesi tilaukset laitteiden välillä.