@yourtwitterhandle | developer.confluent.io
What are the best practices to debug client applications
(producers/consumers in general but also Kafka Streams
applications)?
Starting soon…
STARTING SOOOOON..
Starting sooooon ..
Starting soon…
Starting soon…
..Starting soon..
@yourtwitterhandle | developer.confluent.io
What are the best practices to debug client applications
(producers/consumers in general but also Kafka Streams
applications)?
Starting soon…
STARTING SOOOOON..
Starting sooooon ..
Starting soon…
Starting soon…
Copyright 2021, Confluent, Inc. All rights reserved. This document may not be reproduced in any manner without the express written permission of Confluent, Inc.
Real-time AI
Model
Config
Params,
Features
Vector Store
Object store
AI-powered
Apps
Telemetry
MLOps Pipelines
Training
Data
Output
Goal
Partners Tech Talks are webinars where subject matter experts from a Partner talk about a
specific use case or project. The goal of Tech Talks is to provide best practices and
applications insights, along with inspiration, and help you stay up to date about innovations
in confluent ecosystem.
@yourtwitterhandle | developer.confluent.io
Starting soon…
STARTING SOOOOON..
Starting sooooon ..
The Confluent Q2 ‘24 Launch
Accelerate your data streaming journey with partner-driven innovation
CONNECT PROCESS
Confluent Cloud for Apache Flink® Updates
Connect with Confluent Partner Program
Leverage 45+ and continuously expanding native partner
integrations to power your real-time use cases
Seamlessly Migrate to Fully Managed Connectors
Leverage custom offsets on fully managed connectors to enable
frictionless migrations, message replays, and skipping of bad records.
7 new partner additions in Q2 2024
+
Interactive Tables for Flink SQL Workspaces: Enhance productivity and streamline
workflows by exploring and visualizing Flink query results directly within the Confluent
Cloud UI
Private Networking Support on AWS (Enterprise & Dedicated LA): Ensure secure,
flexible stream processing within a private network without exposing sensitive
information to the public internet
Build with Confluent
Leverage partner built, Confluent-certified solutions to jumpstart your use case
Bring-Your-Own-Key (BYOK)
enhancements
● HSM-protected key support across
AWS, Azure and GCP
● Simplified AWS KMS policy
● BYOK API support for Google Cloud
Platform (GCP)
STREAM
Making Enterprise clusters
even more elastic
● Scale to zero when resources are not
being used
● Double peak capacity up to 2.4GBps
of throughput
● Improved cost-efficiency for
high-partition workloads
2 New Fully Managed Connectors
Unlock change data capture use cases on Amazon DynamoDB and send
real-time data to Google Cloud Functions (Gen 2) version.
Custom Connectors on Azure
Bring your own connector plugins and let Confluent Cloud manage the
underlying Connect infrastructure.
Amazon DynamoDB CDC
Source Connector
Google Cloud Functions (Gen 2)
Sink Connector
PROCESS
Confluent Platform for Apache Flink® (LA)
Enhanced Security with OAuth/OIDC
Streamline access to resources and data in production workloads
with OAuth, the industry standard for providing authentication
(Now Generally Available)
+
Leverage Confluent Platform for Apache Flink® (Limited
Availability) to access long-term support for on-prem or private
cloud stream processing workloads
Connect to and ingest data from external APIs and services using
the HTTP protocol and deliver it to Kafka topics in real time
Self-managed HTTP Source Connector
STREAM
CONNECT
APACHE KAFKA 3.7
Confluent Platform 7.7
Mastering Kafka security across hybrid and on-premise environments
Migrate from ZooKeeper to KRaft using CFK
Easily migrate from zookeeper to KRaft-based deployments with
Confluent for Kubernetes (CFK)
Run FIPS enabled mode with CFK
Enforce compliance by running Confluent-operator in
FIPS-enabled mode and deploying Connect, kSQL, and Schema
Registry in FIPS-enabled mode
@yourtwitterhandle | developer.confluent.io
Starting soon…
STARTING SOOOOON..
Starting sooooon ..
Confluent Perspective : AI
9
The Rise of Data Streaming
Data Products Versioned in git
Schema
Registry
Confluent Cloud
Consumer
Group
LLM API Gateway
LLM Instances
LLM Service
Schema Specs
Terraform
Web Chat Agent
Vector Search
Reasoning Agent
How Confluent Works with Gen AI - Big Picture
Enforce Business Logic and Compliance Requirements with LLM Outputs
Post- Processing
Consumer Group
RAG
Airport - Physical Location
Airline Website
Bag Tracking
Cancelation/Delays
Crew Scheduling
Online Bookings
Special Offers
Loyalty Rewards
Data Governance
Field Level Tags Data Rules
Real-Time Airport, Flight, and
Price Validation
Flink SQL
Valid Answer
User Question
Kafka Topics
Producer
Connector
Connector
Connector
Producer
Connector
Crew
Customer
Flight
Gate
@yourtwitterhandle | developer.confluent.io
What are the best practices to debug client applications
(producers/consumers in general but also Kafka Streams
applications)?
Starting soon…
STARTING SOOOOON..
Starting sooooon ..
Starting soon…
Starting soon…
Building Real-Time Gen
AI Applications with
SingleStore and
Confluent
Michael Englert - Solutions Engineer
13
Who Is SingleStore?
Investors
Founded
as MemSQL
Patent awarded
Three-tiered architecture
$30M funding
MemSQL 5.0
2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 2022 2023 2024
Vectors + semantic
search support
Rebranded to
SingleStore
Pro Max version with
ANN and compute
Raj Verma
joins as CEO
$412M in
total funding
$100M+ ARR
350+ customers
14
A data platform to
transact, analyze
and contextualize
data in real time.
Row-based In-memory Distributed SQL Horizontally
scalable
Columnar Aggregate
functions
Super-fast ingest
pipelines
Vectors Semantic search Keyword search Notebooks
For on-prem, cloud and hybrid environments
Processing SQL, JSON, time-series, geospatial, etc.
✦ USPTO Patent #11,068,454
15
Typical
Enterprises
Latency, inaccuracy
and cost
End
users
Enterprise
users
Slack, Google Drive,
customer support
tickets, docs, code
Applications
OLTP
database
ETL
Analytics
Caching
Search Batch
Streaming
Document
database
Data
warehouse
OLAP
database
Vector
database
ETL
16
Why SingleStore
SQL + JSON
Any data type
T
r
a
n
s
a
c
t
i
o
n
s
+
a
n
a
l
y
t
i
c
s
P
e
t
a
b
y
t
e
s
o
f
e
n
t
e
r
p
r
i
s
e
d
a
t
a
S
e
m
a
n
t
i
c
+
f
u
l
l
-
t
e
x
t
s
e
a
r
c
h
F
a
s
t
h
y
b
r
i
d
s
e
a
r
c
h
Scale
Speed
Simplicity
17
User
New AI
application
s
What is Europa? 1
Response from app
based on custom prompt
6
LLM response
5
Sends question
with context
4
Vectorizes question + filter
vectors based on context
2
Match similar vectors
and rerank results
3
Analytics
Transactions
Vectors
LLM
SingleStor
e
Using SingleStore
for Context Curation
Copyright 2020, Confluent, Inc. All rights reserved. This document may not be reproduced in any manner without the express written permission of Confluent, Inc.
Further Information
● SingleStore Spaces
● Blog: SingleStore Brings High Performance to Vector Search
● Voyage AI Embeddings
● Docs: Tuning Vector Indexes and Queries

Building Real-Time Gen AI Applications with SingleStore and Confluent

  • 1.
    @yourtwitterhandle | developer.confluent.io Whatare the best practices to debug client applications (producers/consumers in general but also Kafka Streams applications)? Starting soon… STARTING SOOOOON.. Starting sooooon .. Starting soon… Starting soon… ..Starting soon..
  • 2.
    @yourtwitterhandle | developer.confluent.io Whatare the best practices to debug client applications (producers/consumers in general but also Kafka Streams applications)? Starting soon… STARTING SOOOOON.. Starting sooooon .. Starting soon… Starting soon…
  • 3.
    Copyright 2021, Confluent,Inc. All rights reserved. This document may not be reproduced in any manner without the express written permission of Confluent, Inc. Real-time AI Model Config Params, Features Vector Store Object store AI-powered Apps Telemetry MLOps Pipelines Training Data Output
  • 4.
    Goal Partners Tech Talksare webinars where subject matter experts from a Partner talk about a specific use case or project. The goal of Tech Talks is to provide best practices and applications insights, along with inspiration, and help you stay up to date about innovations in confluent ecosystem.
  • 5.
    @yourtwitterhandle | developer.confluent.io Startingsoon… STARTING SOOOOON.. Starting sooooon ..
  • 6.
    The Confluent Q2‘24 Launch Accelerate your data streaming journey with partner-driven innovation CONNECT PROCESS Confluent Cloud for Apache Flink® Updates Connect with Confluent Partner Program Leverage 45+ and continuously expanding native partner integrations to power your real-time use cases Seamlessly Migrate to Fully Managed Connectors Leverage custom offsets on fully managed connectors to enable frictionless migrations, message replays, and skipping of bad records. 7 new partner additions in Q2 2024 + Interactive Tables for Flink SQL Workspaces: Enhance productivity and streamline workflows by exploring and visualizing Flink query results directly within the Confluent Cloud UI Private Networking Support on AWS (Enterprise & Dedicated LA): Ensure secure, flexible stream processing within a private network without exposing sensitive information to the public internet Build with Confluent Leverage partner built, Confluent-certified solutions to jumpstart your use case Bring-Your-Own-Key (BYOK) enhancements ● HSM-protected key support across AWS, Azure and GCP ● Simplified AWS KMS policy ● BYOK API support for Google Cloud Platform (GCP) STREAM Making Enterprise clusters even more elastic ● Scale to zero when resources are not being used ● Double peak capacity up to 2.4GBps of throughput ● Improved cost-efficiency for high-partition workloads 2 New Fully Managed Connectors Unlock change data capture use cases on Amazon DynamoDB and send real-time data to Google Cloud Functions (Gen 2) version. Custom Connectors on Azure Bring your own connector plugins and let Confluent Cloud manage the underlying Connect infrastructure. Amazon DynamoDB CDC Source Connector Google Cloud Functions (Gen 2) Sink Connector
  • 7.
    PROCESS Confluent Platform forApache Flink® (LA) Enhanced Security with OAuth/OIDC Streamline access to resources and data in production workloads with OAuth, the industry standard for providing authentication (Now Generally Available) + Leverage Confluent Platform for Apache Flink® (Limited Availability) to access long-term support for on-prem or private cloud stream processing workloads Connect to and ingest data from external APIs and services using the HTTP protocol and deliver it to Kafka topics in real time Self-managed HTTP Source Connector STREAM CONNECT APACHE KAFKA 3.7 Confluent Platform 7.7 Mastering Kafka security across hybrid and on-premise environments Migrate from ZooKeeper to KRaft using CFK Easily migrate from zookeeper to KRaft-based deployments with Confluent for Kubernetes (CFK) Run FIPS enabled mode with CFK Enforce compliance by running Confluent-operator in FIPS-enabled mode and deploying Connect, kSQL, and Schema Registry in FIPS-enabled mode
  • 8.
    @yourtwitterhandle | developer.confluent.io Startingsoon… STARTING SOOOOON.. Starting sooooon ..
  • 9.
  • 10.
    The Rise ofData Streaming Data Products Versioned in git Schema Registry Confluent Cloud Consumer Group LLM API Gateway LLM Instances LLM Service Schema Specs Terraform Web Chat Agent Vector Search Reasoning Agent How Confluent Works with Gen AI - Big Picture Enforce Business Logic and Compliance Requirements with LLM Outputs Post- Processing Consumer Group RAG Airport - Physical Location Airline Website Bag Tracking Cancelation/Delays Crew Scheduling Online Bookings Special Offers Loyalty Rewards Data Governance Field Level Tags Data Rules Real-Time Airport, Flight, and Price Validation Flink SQL Valid Answer User Question Kafka Topics Producer Connector Connector Connector Producer Connector Crew Customer Flight Gate
  • 11.
    @yourtwitterhandle | developer.confluent.io Whatare the best practices to debug client applications (producers/consumers in general but also Kafka Streams applications)? Starting soon… STARTING SOOOOON.. Starting sooooon .. Starting soon… Starting soon…
  • 12.
    Building Real-Time Gen AIApplications with SingleStore and Confluent Michael Englert - Solutions Engineer
  • 13.
    13 Who Is SingleStore? Investors Founded asMemSQL Patent awarded Three-tiered architecture $30M funding MemSQL 5.0 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 2022 2023 2024 Vectors + semantic search support Rebranded to SingleStore Pro Max version with ANN and compute Raj Verma joins as CEO $412M in total funding $100M+ ARR 350+ customers
  • 14.
    14 A data platformto transact, analyze and contextualize data in real time. Row-based In-memory Distributed SQL Horizontally scalable Columnar Aggregate functions Super-fast ingest pipelines Vectors Semantic search Keyword search Notebooks For on-prem, cloud and hybrid environments Processing SQL, JSON, time-series, geospatial, etc. ✦ USPTO Patent #11,068,454
  • 15.
    15 Typical Enterprises Latency, inaccuracy and cost End users Enterprise users Slack,Google Drive, customer support tickets, docs, code Applications OLTP database ETL Analytics Caching Search Batch Streaming Document database Data warehouse OLAP database Vector database ETL
  • 16.
    16 Why SingleStore SQL +JSON Any data type T r a n s a c t i o n s + a n a l y t i c s P e t a b y t e s o f e n t e r p r i s e d a t a S e m a n t i c + f u l l - t e x t s e a r c h F a s t h y b r i d s e a r c h Scale Speed Simplicity
  • 17.
    17 User New AI application s What isEuropa? 1 Response from app based on custom prompt 6 LLM response 5 Sends question with context 4 Vectorizes question + filter vectors based on context 2 Match similar vectors and rerank results 3 Analytics Transactions Vectors LLM SingleStor e Using SingleStore for Context Curation
  • 18.
    Copyright 2020, Confluent,Inc. All rights reserved. This document may not be reproduced in any manner without the express written permission of Confluent, Inc. Further Information ● SingleStore Spaces ● Blog: SingleStore Brings High Performance to Vector Search ● Voyage AI Embeddings ● Docs: Tuning Vector Indexes and Queries