SlideShare a Scribd company logo
Trading at market speed with the latest Kafka features by Iñigo González at Big Data Spain
Trading at market
speed…
…with the latest
KAFKA features
Íñigo González Ponce
@exocert
Disclaimer
• Very High risk
• Don’t risk money you
cannot afford to loose.
• You’ll be exposed to
markets with high volatility.
• Software bugs might make
you loose money
6/6Inversión de muy alto riesgo.
Ud. Puede perder hasta la camisa
por un error en su código.
Automated trading (late 80’s)
The ability of trading in a market without continuous
human intervention.
You need:
Something that watches the market
Something able to execute orders based on your
instructions.
High Frecuency
trading
Automated trading
At milisecond speed
Able to trade multiple exchanges at
once
*VERY* expensive to do:
Software licenses for CEPs started at
$10,000 for cpu core.
- Now it’s different
Trading at market speed with the latest Kafka features by Iñigo González at Big Data Spain
Trading at market speed with the latest Kafka features by Iñigo González at Big Data Spain
Trading at market speed with the latest Kafka features by Iñigo González at Big Data Spain
Trading at market speed with the latest Kafka features by Iñigo González at Big Data Spain
Trading at market speed with the latest Kafka features by Iñigo González at Big Data Spain
HOW?
Trading at market speed with the latest Kafka features by Iñigo González at Big Data Spain
Trading at market speed with the latest Kafka features by Iñigo González at Big Data Spain
HOW to
make
money?
Trading at market speed with the latest Kafka features by Iñigo González at Big Data Spain
Meet the
orderbook
The orderbook
The
orderbook
is a queue
Think about a queue in a staircase.
Every step is a bid/ask Price
On every step you can have one or
more orders in a queue.
ORDERS are executed on a FIRST-COME-
FIRST-SERVE basis.
Orderbook
and
Liquidity
There is a STRONG incentive to be
early in the orderbook…
… because you’re the first in the line to
execute your orders.
BTW: Some markets have 0% comission
for market MAKERS.
Strategy
recap
•Be early in the orderbook:
send orders ASAP.
Example #1:
Moving
average
Example #2:
Shotgun
order
The big picture:
What we need
in the real
world™
Get
market
data
Store
market
data
Replay
market
data
Test
strateg
y
Watch
fror
entry
signals
Watch
for exit
signals
Execute
trades
Manage
Risk
Predict
orderbo
k
change
s
Thanks!
Iñigo Gonzalez
@exocert

More Related Content

PPTX
Big data spain 2017 - Iñigo Gonzalez: Trading at market speed with the lates...
PDF
Six Sigma Trade Compensation Plan Presentation
PPTX
Alpari direct (pro) presentation
PPT
Why The Humble Forex Trader Robot Is King
PPTX
Order book dynamics in high frequency trading
PPTX
Empirical Analysis of Limit Order Books
PDF
Delphi Scalper Review | Delphi Scalper Bonus
PPTX
Algorithmic Forex Trading
Big data spain 2017 - Iñigo Gonzalez: Trading at market speed with the lates...
Six Sigma Trade Compensation Plan Presentation
Alpari direct (pro) presentation
Why The Humble Forex Trader Robot Is King
Order book dynamics in high frequency trading
Empirical Analysis of Limit Order Books
Delphi Scalper Review | Delphi Scalper Bonus
Algorithmic Forex Trading

Similar to Trading at market speed with the latest Kafka features by Iñigo González at Big Data Spain (12)

PPTX
AFRIQ ARBITRAGE SYSTEM - AAS
PPT
Your dream is_our_dream
PPTX
Introduction to cryptocurrency trading
PDF
Presentacion kevo Ingles
PPTX
Algorithmic Trading: an Overview
DOC
Market based investment
PPTX
Dexpools
PPTX
Building a Crypto Bot with Node.js
PDF
High-Frequency Trading and 2010 Flash Crash
PPTX
Are You Trading Stocks Securely? Exposing Security Flaws in Trading Technologies
PPT
Tsl version 1.1_review
AFRIQ ARBITRAGE SYSTEM - AAS
Your dream is_our_dream
Introduction to cryptocurrency trading
Presentacion kevo Ingles
Algorithmic Trading: an Overview
Market based investment
Dexpools
Building a Crypto Bot with Node.js
High-Frequency Trading and 2010 Flash Crash
Are You Trading Stocks Securely? Exposing Security Flaws in Trading Technologies
Tsl version 1.1_review
Ad

More from Big Data Spain (20)

PDF
Big Data, Big Quality? by Irene Gonzálvez at Big Data Spain 2017
PDF
Scaling a backend for a big data and blockchain environment by Rafael Ríos at...
PDF
AI: The next frontier by Amparo Alonso at Big Data Spain 2017
PDF
Disaster Recovery for Big Data by Carlos Izquierdo at Big Data Spain 2017
PDF
Presentation: Boost Hadoop and Spark with in-memory technologies by Akmal Cha...
PDF
Data science for lazy people, Automated Machine Learning by Diego Hueltes at ...
PDF
Training Deep Learning Models on Multiple GPUs in the Cloud by Enrique Otero ...
PDF
Unbalanced data: Same algorithms different techniques by Eric Martín at Big D...
PDF
State of the art time-series analysis with deep learning by Javier Ordóñez at...
PDF
Unified Stream Processing at Scale with Apache Samza by Jake Maes at Big Data...
PDF
The Analytic Platform behind IBM’s Watson Data Platform by Luciano Resende a...
PDF
Artificial Intelligence and Data-centric businesses by Óscar Méndez at Big Da...
PDF
Why big data didn’t end causal inference by Totte Harinen at Big Data Spain 2017
PDF
Meme Index. Analyzing fads and sensations on the Internet by Miguel Romero at...
PDF
Vehicle Big Data that Drives Smart City Advancement by Mike Branch at Big Dat...
PDF
End of the Myth: Ultra-Scalable Transactional Management by Ricardo Jiménez-P...
PDF
Attacking Machine Learning used in AntiVirus with Reinforcement by Rubén Mart...
PDF
More people, less banking: Blockchain by Salvador Casquero at Big Data Spain ...
PDF
Make the elephant fly, once again by Sourygna Luangsay at Big Data Spain 2017
PDF
Feature selection for Big Data: advances and challenges by Verónica Bolón-Can...
Big Data, Big Quality? by Irene Gonzálvez at Big Data Spain 2017
Scaling a backend for a big data and blockchain environment by Rafael Ríos at...
AI: The next frontier by Amparo Alonso at Big Data Spain 2017
Disaster Recovery for Big Data by Carlos Izquierdo at Big Data Spain 2017
Presentation: Boost Hadoop and Spark with in-memory technologies by Akmal Cha...
Data science for lazy people, Automated Machine Learning by Diego Hueltes at ...
Training Deep Learning Models on Multiple GPUs in the Cloud by Enrique Otero ...
Unbalanced data: Same algorithms different techniques by Eric Martín at Big D...
State of the art time-series analysis with deep learning by Javier Ordóñez at...
Unified Stream Processing at Scale with Apache Samza by Jake Maes at Big Data...
The Analytic Platform behind IBM’s Watson Data Platform by Luciano Resende a...
Artificial Intelligence and Data-centric businesses by Óscar Méndez at Big Da...
Why big data didn’t end causal inference by Totte Harinen at Big Data Spain 2017
Meme Index. Analyzing fads and sensations on the Internet by Miguel Romero at...
Vehicle Big Data that Drives Smart City Advancement by Mike Branch at Big Dat...
End of the Myth: Ultra-Scalable Transactional Management by Ricardo Jiménez-P...
Attacking Machine Learning used in AntiVirus with Reinforcement by Rubén Mart...
More people, less banking: Blockchain by Salvador Casquero at Big Data Spain ...
Make the elephant fly, once again by Sourygna Luangsay at Big Data Spain 2017
Feature selection for Big Data: advances and challenges by Verónica Bolón-Can...
Ad

Recently uploaded (20)

PDF
madgavkar20181017ppt McKinsey Presentation.pdf
PDF
Google’s NotebookLM Unveils Video Overviews
PDF
How Onsite IT Support Drives Business Efficiency, Security, and Growth.pdf
PDF
Security features in Dell, HP, and Lenovo PC systems: A research-based compar...
PDF
Smarter Business Operations Powered by IoT Remote Monitoring
PDF
solutions_manual_-_materials___processing_in_manufacturing__demargo_.pdf
PPTX
The-Ethical-Hackers-Imperative-Safeguarding-the-Digital-Frontier.pptx
PDF
Cloud-Migration-Best-Practices-A-Practical-Guide-to-AWS-Azure-and-Google-Clou...
PDF
BLW VOCATIONAL TRAINING SUMMER INTERNSHIP REPORT
PDF
Enable Enterprise-Ready Security on IBM i Systems.pdf
PDF
Revolutionize Operations with Intelligent IoT Monitoring and Control
PDF
How-Cloud-Computing-Impacts-Businesses-in-2025-and-Beyond.pdf
PDF
NewMind AI Monthly Chronicles - July 2025
PPTX
Comunidade Salesforce São Paulo - Desmistificando o Omnistudio (Vlocity)
PDF
GamePlan Trading System Review: Professional Trader's Honest Take
PDF
Test Bank, Solutions for Java How to Program, An Objects-Natural Approach, 12...
PDF
creating-agentic-ai-solutions-leveraging-aws.pdf
PDF
DevOps & Developer Experience Summer BBQ
PPTX
Telecom Fraud Prevention Guide | Hyperlink InfoSystem
PDF
This slide provides an overview Technology
madgavkar20181017ppt McKinsey Presentation.pdf
Google’s NotebookLM Unveils Video Overviews
How Onsite IT Support Drives Business Efficiency, Security, and Growth.pdf
Security features in Dell, HP, and Lenovo PC systems: A research-based compar...
Smarter Business Operations Powered by IoT Remote Monitoring
solutions_manual_-_materials___processing_in_manufacturing__demargo_.pdf
The-Ethical-Hackers-Imperative-Safeguarding-the-Digital-Frontier.pptx
Cloud-Migration-Best-Practices-A-Practical-Guide-to-AWS-Azure-and-Google-Clou...
BLW VOCATIONAL TRAINING SUMMER INTERNSHIP REPORT
Enable Enterprise-Ready Security on IBM i Systems.pdf
Revolutionize Operations with Intelligent IoT Monitoring and Control
How-Cloud-Computing-Impacts-Businesses-in-2025-and-Beyond.pdf
NewMind AI Monthly Chronicles - July 2025
Comunidade Salesforce São Paulo - Desmistificando o Omnistudio (Vlocity)
GamePlan Trading System Review: Professional Trader's Honest Take
Test Bank, Solutions for Java How to Program, An Objects-Natural Approach, 12...
creating-agentic-ai-solutions-leveraging-aws.pdf
DevOps & Developer Experience Summer BBQ
Telecom Fraud Prevention Guide | Hyperlink InfoSystem
This slide provides an overview Technology

Trading at market speed with the latest Kafka features by Iñigo González at Big Data Spain