SlideShare uma empresa Scribd logo
1 de 60
Baixar para ler offline
Cilium – Kernel Native Security & DDOS
Mitigation for Microservices with BPF
Cynthia Thomas
Technology Evangelist, Covalent
@_techcet_
Gordon is back!
And he got a job at Lego.
Robot Competition
● Local marketing launches an
Robot competition for Danish
residents
● Upcoming deadline means tons
of uploaded media
Robot Competition
User Data
Mongo
DB
Data
store
Inventory
Image
Upload
Service
Web
Front-
End
Kafka
Broker
Kafka
Broker
Kafka
Broker
Image
processing
Image
processing
Image
processing
ZookeeperZookeeperZookeeper
End-
User
Admin
task
Audit
Gordon’s Task List
● Deploy Cilium HTTP-aware security
for microservices
● Isolate Kafka resources for old & new services
● DDOS mitigation via XDP/BPF
Gordon’s 1st Task
Update HTTP Security for Microservices
Application
Architectures
Delivery Frequency
Operational
Complexity
Single Server App
Yearly
Low
Evolution of Application Design & Delivery Frequency
Application
Architectures
Delivery Frequency
Operational
Complexity
Single Server App
Yearly
Low
3-Tier App
Monthly
Moderate
Evolution of Application Design & Delivery Frequency
Application
Architectures
Delivery Frequency
Operational
Complexity
Single Server App
Yearly
Low
Distributed
Microservices
10-100 x’s / day
Extreme
3-Tier App
Monthly
Moderate
Evolution of Application Design & Delivery Frequency
The world still runs on iptables
matching IPs and ports:
$ iptables -A INPUT -p tcp -s 15.15.15.3 --dport 80 
-m conntrack --ctstate NEW -j ACCEPT
Robot Competition
User Data
Mongo
DB
Data
store
Inventory
Image
Upload
Service
Web
Front-
End
Kafka
Broker
Image
processing
Zookeeper
End-
User
Admin
task
Audit
Example: HTTP calls
API
Web
Front-End
Security for Microservices
Image
Upload
Service
GET /image
POST /image
GET /image/flagged
PUT /image/id
API
POST /image
Web
Front-End
Security for Microservices
Image
Upload
Service
GET /image
GET /image/flagged
PUT /image/id
POST /image
L3/L4
API
POST /image
Web
Front-End
Security for Microservices
iptables -s 10.1.1.1
-p tcp --dport 80
-j ACCEPT
Image
Upload
Service
GET /image
POST /image
GET /image/flagged
PUT /image/id
L3/L4
API
POST /image
Web
Front-End
Security for Microservices
iptables -s 10.1.1.1
-p tcp --dport 80
-j ACCEPT
exposed
exposed
exposed
Image
Upload
Service
GET /image
POST /image
GET /image/flagged
PUT /image/id
Network Security has not
evolved for microservices…
…until now.
API
POST /image
Web
Front-End
Cilium API-Aware Security
Image
Upload
Service
GET /image
GET /image/flagged
PUT /image/id
POST /image
L7
API
POST /image
Web
Front-End
Cilium API-Aware Security
Image
Upload
Service
GET /image
POST /image
GET /image/flagged
PUT /image/id
FROM Web Front-End
ALLOW POST /image
Under the Hood: BPF
Linux
Superpowers
Unleashed
BPF instruction set
struct bpf_insn prog[] = {
BPF_MOV64_REG(BPF_REG_6, BPF_REG_1),
BPF_LD_ABS(BPF_B, ETH_HLEN + offsetof(struct iphdr, protocol) /* R0 =
ip->proto */),
BPF_STX_MEM(BPF_W, BPF_REG_10, BPF_REG_0, -4), /* *(u32 *)(fp - 4) = r0
*/ BPF_MOV64_REG(BPF_REG_2, BPF_REG_10),
BPF_ALU64_IMM(BPF_ADD, BPF_REG_2, -4), /* r2 = fp - 4 */
BPF_LD_MAP_FD(BPF_REG_1, map_fd),
BPF_RAW_INSN(BPF_JMP | BPF_CALL, 0, 0, 0, BPF_FUNC_map_lookup_elem),
BPF_JMP_IMM(BPF_JEQ, BPF_REG_0, 0, 2),
BPF_MOV64_IMM(BPF_REG_1, 1), /* r1 = 1 */
BPF_RAW_INSN(BPF_STX | BPF_XADD | BPF_DW, BPF_REG_0, BPF_REG_1, 0, 0),
/* xadd r0 += r1 */
BPF_MOV64_IMM(BPF_REG_0, 0), /* r0 = 0 */
BPF_EXIT_INSN(),
};
Reference: https://git.kernel.org/pub/scm/linux/kernel/git/ast/bpf.git/tree/samples/bpf/sock_example.c
Cilium
Cilium
Agent
User
space
Kernel
space
Cilium Architecture
Cilium
Agent
API Calls
User
space
Kernel
space
Plugins
Cilium Architecture
Cilium
Agent
BPF
API Calls
BPF Code & Maps
User
space
Kernel
space
Plugins
Cilium Architecture
Cilium
Agent
BPF
API Calls
BPF Code & Maps
User
space
Kernel
space
Plugins
Cilium Architecture
Cilium
Agent
Extremely scalable,
highly customized
network filtering, load-
balancing, and
monitoring
BPF BPF
API Calls
BPF Code & Maps
User
space
Kernel
space
Plugins
Cilium Architecture
Cilium
Agent
BPF BPF
API Calls
BPF Code & Maps
Packets
User
space
Kernel
space
Plugins
Cilium Architecture
Cilium
Agent
BPF
BPF BPF
API Calls
BPF Code & Maps
Packets
User
space
Kernel
space
Plugins
Cilium Architecture
Cilium
Agent
BPF
BPF BPF
API Calls
BPF Code & Maps
Packets
User
space
Kernel
space
Plugins
Cilium Architecture
Cilium
Agent
BPF
BPF BPF
API Calls
BPF Code & Maps
Packets
User
space
Kernel
space
CLI,
Monitoring,
Policies
Plugins
Cilium Architecture
Cilium
Agent
Gordon’s 2nd Task
Isolate Kafka Topics
Kafka?
Used for building real-time
pipelines and streaming apps.
- Horizontally scalable
- Fault-tolerant
- “Wicked fast”
Defined by its own protocol.
1/3 of all Fortune 500
companies use Kafka[1]
Kafka Concepts
Topic 1 Producers
Kafka Broker
Topic 1
Topic N
Topic 1 Consumer Group A
Topic 1 Consumer Group B
Security for
Microservices
Gordon worries
about open Kafka
topics
The API is too open!
How do I bring on
new services?
Robot Competition
User Data
Mongo
DB
Data
store
Inventory
Image
Upload
Service
Web
Front-
End
Kafka
Broker
Kafka
Broker
Kafka
Broker
Image
processing
Image
processing
Image
processing
ZookeeperZookeeperZookeeper
End-
User
Admin
task
Audit
Example: Kafka calls
Kafka.
API
Image
processing
Security for Microservices
Kafka
Broker
Fetch inventory
Fetch image
Fetch userid
Fetch analytics
Produce inventory
Produce image
Produce userid
Produce analytics
Kafka.
API
Fetch image
Image
processing
Security for Microservices
Kafka
Broker
Fetch inventory
Fetch image
Produce userid
Fetch userid
L3/L4
Kafka.
API
Fetch image
Image
processing
Security for Microservices
iptables -s 10.1.1.1
-p tcp --dport 9092
-j ACCEPT
Kafka
Broker
Fetch inventory
Fetch image
Produce userid
Fetch userid
L3/L4
Kafka.
API
Fetch image
Image
processing
Security for Microservices
iptables -s 10.1.1.1
-p tcp --dport 9092
-j ACCEPT
exposed
exposed
exposed
Kafka
Broker
Fetch inventory
Fetch image
Produce userid
Fetch userid
Kafka.
API
Fetch image
Image
processing
Security for Microservices
Kafka
Broker
Fetch inventory
Fetch image
Produce userid
Fetch userid
L7
Kafka.
API
Fetch image
Image
processing
Security for Microservices
Kafka
Broker
Fetch inventory
Fetch image
Produce userid
Fetch userid
FROM Image processing
ALLOW Fetch image
Demo!
Get real with Gordon
Demo: Kafka API Filtering
app1-
producer
app1-
consumer
app2-
producer
app2-
consumer
kafka
What just
happened?
L7
Kafka.
API
Produce imageprocessing
app1-
producer
Demo: Kafka API Filtering
Kafka
Broker
Produce imageprocessing
Produce userdata
FROM app1-producer
ALLOW Produce imageprocessing
BPF
BPF BPF
API Calls
BPF Code & Maps
Packets
User
space
Kernel
space
CLI,
Monitoring,
Policies
Plugins
Sidecar Proxy
Cilium
Agent
Sidecar
Proxy
BPF
BPF BPF
API Calls
BPF Code & Maps
Packets
User
space
Kernel
space
CLI,
Monitoring,
Policies
Plugins
In-Kernel Kafka Parsing
Cilium
Agent
kernel proxy
BPF
Gordon’s 3rd Task
DDOS Mitigation
Robot Competition
● Local marketing launches
competition for Danish residents
only
● DDOS anticipated from other
countries and anti-Lego activists
Robot Competition
User Data
Mongo
DB
Data
store
Inventory
Image
Upload
Service
Web
Front-
End
Kafka
Broker
Image
processing
Zookeeper
End-
User
Admin
task
Audit
Example: DDOS attack!
BPF
BPF BPF
API Calls
BPF Code & Maps
Packets
User
space
Kernel
space
CLI,
Monitoring,
Policies
Plugins
XDP/BPF handled in NIC driver
Cilium
Agent
XDP
Source: https://www.netdevconf.org/2.1/slides/apr6/zhou-netdev-xdp-2017.pdf
Facebook published BPF/XDP numbers
for L3/L4 LB at Netdev 2.1
BPF/XDP throughput
IPVS throughput
BPF with XDP Setup
pktgen attack:
~11.6 Mpbs
randomly in 10.0.0.0/8
legit traffic:
netperf tests on
10.192.1.0/24
Blacklist
16M rules
All /32s in
10.0.0.0/8
BPF with XDP for DDoS mitigation
Metric iptables / ipset XDP
DDoS rate [packets/s] 11.6M 11.6M
Drop rate [packets/s] 7.1M 11.6M
Time to load rules [time] 3 min 20 sec 31 sec
Latency under load [ms] 2.3ms 0.1ms
Throughput under DDoS [Gbit/s] 0.014 6.5
Requests/s under DDoS [kReq/s] 0.28 82.8
Sender: Send 64B packets as fast as possible è Receiver: Drop as fast as possible
Source: Daniel Borkmann’s presentation:
http://schd.ws/hosted_files/ossna2017/da/BPFandXDP.pdf
● Cilium deployment for microservices
successfully secured HTTP traffic
● Kafka resources were isolated to
protect existing services from new ones
● Mitigated DDOS attacks via XDP/BPF
Gordon’s Summary
Cilium Project Status
• Cilium v0.12 release in October
• Docker, Kubernetes, and Mesos integration
• Looking for feedback and contributions
Take Action!
• Getting Started Using Docker: docs.cilium.io/
• Join our Slack community!
• Check out the project website for more details:
https://www.cilium.io/
Please ★
us on
GitHub
Thank You!
github.com/cilium/cilium
cilium.io
@ciliumproject

Mais conteúdo relacionado

Mais procurados

Cilium - Bringing the BPF Revolution to Kubernetes Networking and Security
Cilium - Bringing the BPF Revolution to Kubernetes Networking and SecurityCilium - Bringing the BPF Revolution to Kubernetes Networking and Security
Cilium - Bringing the BPF Revolution to Kubernetes Networking and SecurityThomas Graf
 
Replacing iptables with eBPF in Kubernetes with Cilium
Replacing iptables with eBPF in Kubernetes with CiliumReplacing iptables with eBPF in Kubernetes with Cilium
Replacing iptables with eBPF in Kubernetes with CiliumMichal Rostecki
 
DockerCon 2017 - Cilium - Network and Application Security with BPF and XDP
DockerCon 2017 - Cilium - Network and Application Security with BPF and XDPDockerCon 2017 - Cilium - Network and Application Security with BPF and XDP
DockerCon 2017 - Cilium - Network and Application Security with BPF and XDPThomas Graf
 
Cilium - overview and recent updates
Cilium - overview and recent updatesCilium - overview and recent updates
Cilium - overview and recent updatesMichal Rostecki
 
Netsft2017 day in_life_of_nfv
Netsft2017 day in_life_of_nfvNetsft2017 day in_life_of_nfv
Netsft2017 day in_life_of_nfvIntel
 
Using IO Visor to Secure Microservices Running on CloudFoundry [OpenStack Sum...
Using IO Visor to Secure Microservices Running on CloudFoundry [OpenStack Sum...Using IO Visor to Secure Microservices Running on CloudFoundry [OpenStack Sum...
Using IO Visor to Secure Microservices Running on CloudFoundry [OpenStack Sum...IO Visor Project
 
Cilium - BPF & XDP for containers
 Cilium - BPF & XDP for containers Cilium - BPF & XDP for containers
Cilium - BPF & XDP for containersDocker, Inc.
 
VPP for Stateless SRv6/GTP-U Translation
VPP for Stateless SRv6/GTP-U TranslationVPP for Stateless SRv6/GTP-U Translation
VPP for Stateless SRv6/GTP-U TranslationSatoru Matsushima
 
Intel® RDT Hands-on Lab
Intel® RDT Hands-on LabIntel® RDT Hands-on Lab
Intel® RDT Hands-on LabMichelle Holley
 
DPDK IPSec performance benchmark ~ Georgii Tkachuk
DPDK IPSec performance benchmark ~ Georgii TkachukDPDK IPSec performance benchmark ~ Georgii Tkachuk
DPDK IPSec performance benchmark ~ Georgii TkachukIntel
 
BPF & Cilium - Turning Linux into a Microservices-aware Operating System
BPF  & Cilium - Turning Linux into a Microservices-aware Operating SystemBPF  & Cilium - Turning Linux into a Microservices-aware Operating System
BPF & Cilium - Turning Linux into a Microservices-aware Operating SystemThomas Graf
 
OCP U.S. Summit 2017 Presentation
OCP U.S. Summit 2017 PresentationOCP U.S. Summit 2017 Presentation
OCP U.S. Summit 2017 PresentationNetronome
 
Using PerfDHCP tool to scale DHCP in OpenStack Neutron
Using PerfDHCP tool to scale DHCP in OpenStack NeutronUsing PerfDHCP tool to scale DHCP in OpenStack Neutron
Using PerfDHCP tool to scale DHCP in OpenStack NeutronVikram G Hosakote
 
LinuxCon 2015 Stateful NAT with OVS
LinuxCon 2015 Stateful NAT with OVSLinuxCon 2015 Stateful NAT with OVS
LinuxCon 2015 Stateful NAT with OVSThomas Graf
 
Go語言開發APM微服務在Kubernetes之經驗分享
Go語言開發APM微服務在Kubernetes之經驗分享Go語言開發APM微服務在Kubernetes之經驗分享
Go語言開發APM微服務在Kubernetes之經驗分享Te-Yen Liu
 
DISTRIBUTED PERFORMANCE ANALYSIS USING INFLUXDB AND THE LINUX EBPF VIRTUAL MA...
DISTRIBUTED PERFORMANCE ANALYSIS USING INFLUXDB AND THE LINUX EBPF VIRTUAL MA...DISTRIBUTED PERFORMANCE ANALYSIS USING INFLUXDB AND THE LINUX EBPF VIRTUAL MA...
DISTRIBUTED PERFORMANCE ANALYSIS USING INFLUXDB AND THE LINUX EBPF VIRTUAL MA...InfluxData
 
Using Apache Kafka from Go
Using Apache Kafka from GoUsing Apache Kafka from Go
Using Apache Kafka from GoNikolay Stoitsev
 
eBPF Powered Distributed Kubernetes Performance Analysis - Lorenzo Fontana, I...
eBPF Powered Distributed Kubernetes Performance Analysis - Lorenzo Fontana, I...eBPF Powered Distributed Kubernetes Performance Analysis - Lorenzo Fontana, I...
eBPF Powered Distributed Kubernetes Performance Analysis - Lorenzo Fontana, I...InfluxData
 
LF_DPDK17_ OpenVswitch hardware offload over DPDK
LF_DPDK17_ OpenVswitch hardware offload over DPDKLF_DPDK17_ OpenVswitch hardware offload over DPDK
LF_DPDK17_ OpenVswitch hardware offload over DPDKLF_DPDK
 
LF_DPDK17_Event Adapters - Connecting Devices to Eventdev
LF_DPDK17_Event Adapters - Connecting Devices to EventdevLF_DPDK17_Event Adapters - Connecting Devices to Eventdev
LF_DPDK17_Event Adapters - Connecting Devices to EventdevLF_DPDK
 

Mais procurados (20)

Cilium - Bringing the BPF Revolution to Kubernetes Networking and Security
Cilium - Bringing the BPF Revolution to Kubernetes Networking and SecurityCilium - Bringing the BPF Revolution to Kubernetes Networking and Security
Cilium - Bringing the BPF Revolution to Kubernetes Networking and Security
 
Replacing iptables with eBPF in Kubernetes with Cilium
Replacing iptables with eBPF in Kubernetes with CiliumReplacing iptables with eBPF in Kubernetes with Cilium
Replacing iptables with eBPF in Kubernetes with Cilium
 
DockerCon 2017 - Cilium - Network and Application Security with BPF and XDP
DockerCon 2017 - Cilium - Network and Application Security with BPF and XDPDockerCon 2017 - Cilium - Network and Application Security with BPF and XDP
DockerCon 2017 - Cilium - Network and Application Security with BPF and XDP
 
Cilium - overview and recent updates
Cilium - overview and recent updatesCilium - overview and recent updates
Cilium - overview and recent updates
 
Netsft2017 day in_life_of_nfv
Netsft2017 day in_life_of_nfvNetsft2017 day in_life_of_nfv
Netsft2017 day in_life_of_nfv
 
Using IO Visor to Secure Microservices Running on CloudFoundry [OpenStack Sum...
Using IO Visor to Secure Microservices Running on CloudFoundry [OpenStack Sum...Using IO Visor to Secure Microservices Running on CloudFoundry [OpenStack Sum...
Using IO Visor to Secure Microservices Running on CloudFoundry [OpenStack Sum...
 
Cilium - BPF & XDP for containers
 Cilium - BPF & XDP for containers Cilium - BPF & XDP for containers
Cilium - BPF & XDP for containers
 
VPP for Stateless SRv6/GTP-U Translation
VPP for Stateless SRv6/GTP-U TranslationVPP for Stateless SRv6/GTP-U Translation
VPP for Stateless SRv6/GTP-U Translation
 
Intel® RDT Hands-on Lab
Intel® RDT Hands-on LabIntel® RDT Hands-on Lab
Intel® RDT Hands-on Lab
 
DPDK IPSec performance benchmark ~ Georgii Tkachuk
DPDK IPSec performance benchmark ~ Georgii TkachukDPDK IPSec performance benchmark ~ Georgii Tkachuk
DPDK IPSec performance benchmark ~ Georgii Tkachuk
 
BPF & Cilium - Turning Linux into a Microservices-aware Operating System
BPF  & Cilium - Turning Linux into a Microservices-aware Operating SystemBPF  & Cilium - Turning Linux into a Microservices-aware Operating System
BPF & Cilium - Turning Linux into a Microservices-aware Operating System
 
OCP U.S. Summit 2017 Presentation
OCP U.S. Summit 2017 PresentationOCP U.S. Summit 2017 Presentation
OCP U.S. Summit 2017 Presentation
 
Using PerfDHCP tool to scale DHCP in OpenStack Neutron
Using PerfDHCP tool to scale DHCP in OpenStack NeutronUsing PerfDHCP tool to scale DHCP in OpenStack Neutron
Using PerfDHCP tool to scale DHCP in OpenStack Neutron
 
LinuxCon 2015 Stateful NAT with OVS
LinuxCon 2015 Stateful NAT with OVSLinuxCon 2015 Stateful NAT with OVS
LinuxCon 2015 Stateful NAT with OVS
 
Go語言開發APM微服務在Kubernetes之經驗分享
Go語言開發APM微服務在Kubernetes之經驗分享Go語言開發APM微服務在Kubernetes之經驗分享
Go語言開發APM微服務在Kubernetes之經驗分享
 
DISTRIBUTED PERFORMANCE ANALYSIS USING INFLUXDB AND THE LINUX EBPF VIRTUAL MA...
DISTRIBUTED PERFORMANCE ANALYSIS USING INFLUXDB AND THE LINUX EBPF VIRTUAL MA...DISTRIBUTED PERFORMANCE ANALYSIS USING INFLUXDB AND THE LINUX EBPF VIRTUAL MA...
DISTRIBUTED PERFORMANCE ANALYSIS USING INFLUXDB AND THE LINUX EBPF VIRTUAL MA...
 
Using Apache Kafka from Go
Using Apache Kafka from GoUsing Apache Kafka from Go
Using Apache Kafka from Go
 
eBPF Powered Distributed Kubernetes Performance Analysis - Lorenzo Fontana, I...
eBPF Powered Distributed Kubernetes Performance Analysis - Lorenzo Fontana, I...eBPF Powered Distributed Kubernetes Performance Analysis - Lorenzo Fontana, I...
eBPF Powered Distributed Kubernetes Performance Analysis - Lorenzo Fontana, I...
 
LF_DPDK17_ OpenVswitch hardware offload over DPDK
LF_DPDK17_ OpenVswitch hardware offload over DPDKLF_DPDK17_ OpenVswitch hardware offload over DPDK
LF_DPDK17_ OpenVswitch hardware offload over DPDK
 
LF_DPDK17_Event Adapters - Connecting Devices to Eventdev
LF_DPDK17_Event Adapters - Connecting Devices to EventdevLF_DPDK17_Event Adapters - Connecting Devices to Eventdev
LF_DPDK17_Event Adapters - Connecting Devices to Eventdev
 

Semelhante a Cilium – Kernel Native Security & DDOS Mitigation for Microservices with BPF

Php 7.x 8.0 and hhvm and
Php 7.x 8.0 and hhvm and Php 7.x 8.0 and hhvm and
Php 7.x 8.0 and hhvm and Pierre Joye
 
Cilium - Network and Application Security with BPF and XDP Thomas Graf, Cova...
Cilium - Network and Application Security with BPF and XDP  Thomas Graf, Cova...Cilium - Network and Application Security with BPF and XDP  Thomas Graf, Cova...
Cilium - Network and Application Security with BPF and XDP Thomas Graf, Cova...Docker, Inc.
 
Efficient System Monitoring in Cloud Native Environments
Efficient System Monitoring in Cloud Native EnvironmentsEfficient System Monitoring in Cloud Native Environments
Efficient System Monitoring in Cloud Native EnvironmentsGergely Szabó
 
UM2019 Extended BPF: A New Type of Software
UM2019 Extended BPF: A New Type of SoftwareUM2019 Extended BPF: A New Type of Software
UM2019 Extended BPF: A New Type of SoftwareBrendan Gregg
 
Final Design Report_REVFINAL
Final Design Report_REVFINALFinal Design Report_REVFINAL
Final Design Report_REVFINALJacob Ramey
 
High Availability by Design
High Availability by DesignHigh Availability by Design
High Availability by DesignDavid Prinzing
 
Generating efficient APK by Reducing Size and Improving Performance
Generating efficient APK by Reducing Size and Improving PerformanceGenerating efficient APK by Reducing Size and Improving Performance
Generating efficient APK by Reducing Size and Improving PerformanceParesh Mayani
 
IRJET- Analysis of Boston’s Crime Data using Apache Pig
IRJET- Analysis of Boston’s Crime Data using Apache PigIRJET- Analysis of Boston’s Crime Data using Apache Pig
IRJET- Analysis of Boston’s Crime Data using Apache PigIRJET Journal
 
XebiCon'18 - Passage à l'échelle de mes applications Kafka-Streams
XebiCon'18 - Passage à l'échelle de mes applications Kafka-StreamsXebiCon'18 - Passage à l'échelle de mes applications Kafka-Streams
XebiCon'18 - Passage à l'échelle de mes applications Kafka-StreamsPublicis Sapient Engineering
 
MongoDB.local Austin 2018: MongoDB Ops Manager + Kubernetes
MongoDB.local Austin 2018: MongoDB Ops Manager + KubernetesMongoDB.local Austin 2018: MongoDB Ops Manager + Kubernetes
MongoDB.local Austin 2018: MongoDB Ops Manager + KubernetesMongoDB
 
“Seamless Deployment of Multimedia and Machine Learning Applications at the E...
“Seamless Deployment of Multimedia and Machine Learning Applications at the E...“Seamless Deployment of Multimedia and Machine Learning Applications at the E...
“Seamless Deployment of Multimedia and Machine Learning Applications at the E...Edge AI and Vision Alliance
 
KohaCon11: Integrating Koha with RFID system
KohaCon11: Integrating Koha with RFID systemKohaCon11: Integrating Koha with RFID system
KohaCon11: Integrating Koha with RFID systemDobrica Pavlinušić
 
Chicago Docker Meetup Presentation - Mediafly
Chicago Docker Meetup Presentation - MediaflyChicago Docker Meetup Presentation - Mediafly
Chicago Docker Meetup Presentation - MediaflyMediafly
 
InfluxDB Client Libraries and Applications | Miroslav Malecha | Bonitoo
InfluxDB Client Libraries and Applications | Miroslav Malecha | BonitooInfluxDB Client Libraries and Applications | Miroslav Malecha | Bonitoo
InfluxDB Client Libraries and Applications | Miroslav Malecha | BonitooInfluxData
 
Generating Unified APIs with Protocol Buffers and gRPC
Generating Unified APIs with Protocol Buffers and gRPCGenerating Unified APIs with Protocol Buffers and gRPC
Generating Unified APIs with Protocol Buffers and gRPCC4Media
 
GPU-Accelerating UDFs in PySpark with Numba and PyGDF
GPU-Accelerating UDFs in PySpark with Numba and PyGDFGPU-Accelerating UDFs in PySpark with Numba and PyGDF
GPU-Accelerating UDFs in PySpark with Numba and PyGDFKeith Kraus
 
Refresh your project vision with Report Portal
Refresh your project vision with Report PortalRefresh your project vision with Report Portal
Refresh your project vision with Report PortalCOMAQA.BY
 
Apache Pulsar Development 101 with Python
Apache Pulsar Development 101 with PythonApache Pulsar Development 101 with Python
Apache Pulsar Development 101 with PythonTimothy Spann
 
Kandroid for nhn_deview_20131013_v5_final
Kandroid for nhn_deview_20131013_v5_finalKandroid for nhn_deview_20131013_v5_final
Kandroid for nhn_deview_20131013_v5_finalNAVER D2
 
MongoDB.local DC 2018: MongoDB Ops Manager + Kubernetes
MongoDB.local DC 2018: MongoDB Ops Manager + KubernetesMongoDB.local DC 2018: MongoDB Ops Manager + Kubernetes
MongoDB.local DC 2018: MongoDB Ops Manager + KubernetesMongoDB
 

Semelhante a Cilium – Kernel Native Security & DDOS Mitigation for Microservices with BPF (20)

Php 7.x 8.0 and hhvm and
Php 7.x 8.0 and hhvm and Php 7.x 8.0 and hhvm and
Php 7.x 8.0 and hhvm and
 
Cilium - Network and Application Security with BPF and XDP Thomas Graf, Cova...
Cilium - Network and Application Security with BPF and XDP  Thomas Graf, Cova...Cilium - Network and Application Security with BPF and XDP  Thomas Graf, Cova...
Cilium - Network and Application Security with BPF and XDP Thomas Graf, Cova...
 
Efficient System Monitoring in Cloud Native Environments
Efficient System Monitoring in Cloud Native EnvironmentsEfficient System Monitoring in Cloud Native Environments
Efficient System Monitoring in Cloud Native Environments
 
UM2019 Extended BPF: A New Type of Software
UM2019 Extended BPF: A New Type of SoftwareUM2019 Extended BPF: A New Type of Software
UM2019 Extended BPF: A New Type of Software
 
Final Design Report_REVFINAL
Final Design Report_REVFINALFinal Design Report_REVFINAL
Final Design Report_REVFINAL
 
High Availability by Design
High Availability by DesignHigh Availability by Design
High Availability by Design
 
Generating efficient APK by Reducing Size and Improving Performance
Generating efficient APK by Reducing Size and Improving PerformanceGenerating efficient APK by Reducing Size and Improving Performance
Generating efficient APK by Reducing Size and Improving Performance
 
IRJET- Analysis of Boston’s Crime Data using Apache Pig
IRJET- Analysis of Boston’s Crime Data using Apache PigIRJET- Analysis of Boston’s Crime Data using Apache Pig
IRJET- Analysis of Boston’s Crime Data using Apache Pig
 
XebiCon'18 - Passage à l'échelle de mes applications Kafka-Streams
XebiCon'18 - Passage à l'échelle de mes applications Kafka-StreamsXebiCon'18 - Passage à l'échelle de mes applications Kafka-Streams
XebiCon'18 - Passage à l'échelle de mes applications Kafka-Streams
 
MongoDB.local Austin 2018: MongoDB Ops Manager + Kubernetes
MongoDB.local Austin 2018: MongoDB Ops Manager + KubernetesMongoDB.local Austin 2018: MongoDB Ops Manager + Kubernetes
MongoDB.local Austin 2018: MongoDB Ops Manager + Kubernetes
 
“Seamless Deployment of Multimedia and Machine Learning Applications at the E...
“Seamless Deployment of Multimedia and Machine Learning Applications at the E...“Seamless Deployment of Multimedia and Machine Learning Applications at the E...
“Seamless Deployment of Multimedia and Machine Learning Applications at the E...
 
KohaCon11: Integrating Koha with RFID system
KohaCon11: Integrating Koha with RFID systemKohaCon11: Integrating Koha with RFID system
KohaCon11: Integrating Koha with RFID system
 
Chicago Docker Meetup Presentation - Mediafly
Chicago Docker Meetup Presentation - MediaflyChicago Docker Meetup Presentation - Mediafly
Chicago Docker Meetup Presentation - Mediafly
 
InfluxDB Client Libraries and Applications | Miroslav Malecha | Bonitoo
InfluxDB Client Libraries and Applications | Miroslav Malecha | BonitooInfluxDB Client Libraries and Applications | Miroslav Malecha | Bonitoo
InfluxDB Client Libraries and Applications | Miroslav Malecha | Bonitoo
 
Generating Unified APIs with Protocol Buffers and gRPC
Generating Unified APIs with Protocol Buffers and gRPCGenerating Unified APIs with Protocol Buffers and gRPC
Generating Unified APIs with Protocol Buffers and gRPC
 
GPU-Accelerating UDFs in PySpark with Numba and PyGDF
GPU-Accelerating UDFs in PySpark with Numba and PyGDFGPU-Accelerating UDFs in PySpark with Numba and PyGDF
GPU-Accelerating UDFs in PySpark with Numba and PyGDF
 
Refresh your project vision with Report Portal
Refresh your project vision with Report PortalRefresh your project vision with Report Portal
Refresh your project vision with Report Portal
 
Apache Pulsar Development 101 with Python
Apache Pulsar Development 101 with PythonApache Pulsar Development 101 with Python
Apache Pulsar Development 101 with Python
 
Kandroid for nhn_deview_20131013_v5_final
Kandroid for nhn_deview_20131013_v5_finalKandroid for nhn_deview_20131013_v5_final
Kandroid for nhn_deview_20131013_v5_final
 
MongoDB.local DC 2018: MongoDB Ops Manager + Kubernetes
MongoDB.local DC 2018: MongoDB Ops Manager + KubernetesMongoDB.local DC 2018: MongoDB Ops Manager + Kubernetes
MongoDB.local DC 2018: MongoDB Ops Manager + Kubernetes
 

Mais de Cynthia Thomas

KubeCon NA'22 Lightning Talk: Where did all my IPs go?
KubeCon NA'22 Lightning Talk: Where did all my IPs go?KubeCon NA'22 Lightning Talk: Where did all my IPs go?
KubeCon NA'22 Lightning Talk: Where did all my IPs go?Cynthia Thomas
 
Secure Your Containers: What Network Admins Should Know When Moving Into Prod...
Secure Your Containers: What Network Admins Should Know When Moving Into Prod...Secure Your Containers: What Network Admins Should Know When Moving Into Prod...
Secure Your Containers: What Network Admins Should Know When Moving Into Prod...Cynthia Thomas
 
Midokura @ OpenStack Seattle
Midokura @ OpenStack SeattleMidokura @ OpenStack Seattle
Midokura @ OpenStack SeattleCynthia Thomas
 
What's the deal with Neutron?
What's the deal with Neutron?What's the deal with Neutron?
What's the deal with Neutron?Cynthia Thomas
 
CloudKC: Evolution of Network Virtualization
CloudKC: Evolution of Network VirtualizationCloudKC: Evolution of Network Virtualization
CloudKC: Evolution of Network VirtualizationCynthia Thomas
 
From Nova-Network to Neutron and Beyond: A Look at OpenStack Networking
From Nova-Network to Neutron and Beyond: A Look at OpenStack NetworkingFrom Nova-Network to Neutron and Beyond: A Look at OpenStack Networking
From Nova-Network to Neutron and Beyond: A Look at OpenStack NetworkingCynthia Thomas
 

Mais de Cynthia Thomas (6)

KubeCon NA'22 Lightning Talk: Where did all my IPs go?
KubeCon NA'22 Lightning Talk: Where did all my IPs go?KubeCon NA'22 Lightning Talk: Where did all my IPs go?
KubeCon NA'22 Lightning Talk: Where did all my IPs go?
 
Secure Your Containers: What Network Admins Should Know When Moving Into Prod...
Secure Your Containers: What Network Admins Should Know When Moving Into Prod...Secure Your Containers: What Network Admins Should Know When Moving Into Prod...
Secure Your Containers: What Network Admins Should Know When Moving Into Prod...
 
Midokura @ OpenStack Seattle
Midokura @ OpenStack SeattleMidokura @ OpenStack Seattle
Midokura @ OpenStack Seattle
 
What's the deal with Neutron?
What's the deal with Neutron?What's the deal with Neutron?
What's the deal with Neutron?
 
CloudKC: Evolution of Network Virtualization
CloudKC: Evolution of Network VirtualizationCloudKC: Evolution of Network Virtualization
CloudKC: Evolution of Network Virtualization
 
From Nova-Network to Neutron and Beyond: A Look at OpenStack Networking
From Nova-Network to Neutron and Beyond: A Look at OpenStack NetworkingFrom Nova-Network to Neutron and Beyond: A Look at OpenStack Networking
From Nova-Network to Neutron and Beyond: A Look at OpenStack Networking
 

Último

ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProduct Anonymous
 
AWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAndrey Devyatkin
 
Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...apidays
 
Finding Java's Hidden Performance Traps @ DevoxxUK 2024
Finding Java's Hidden Performance Traps @ DevoxxUK 2024Finding Java's Hidden Performance Traps @ DevoxxUK 2024
Finding Java's Hidden Performance Traps @ DevoxxUK 2024Victor Rentea
 
Why Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businessWhy Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businesspanagenda
 
ICT role in 21st century education and its challenges
ICT role in 21st century education and its challengesICT role in 21st century education and its challenges
ICT role in 21st century education and its challengesrafiqahmad00786416
 
Architecting Cloud Native Applications
Architecting Cloud Native ApplicationsArchitecting Cloud Native Applications
Architecting Cloud Native ApplicationsWSO2
 
Exploring Multimodal Embeddings with Milvus
Exploring Multimodal Embeddings with MilvusExploring Multimodal Embeddings with Milvus
Exploring Multimodal Embeddings with MilvusZilliz
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FMESafe Software
 
Six Myths about Ontologies: The Basics of Formal Ontology
Six Myths about Ontologies: The Basics of Formal OntologySix Myths about Ontologies: The Basics of Formal Ontology
Six Myths about Ontologies: The Basics of Formal Ontologyjohnbeverley2021
 
MS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectorsMS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectorsNanddeep Nachan
 
Mcleodganj Call Girls 🥰 8617370543 Service Offer VIP Hot Model
Mcleodganj Call Girls 🥰 8617370543 Service Offer VIP Hot ModelMcleodganj Call Girls 🥰 8617370543 Service Offer VIP Hot Model
Mcleodganj Call Girls 🥰 8617370543 Service Offer VIP Hot ModelDeepika Singh
 
Platformless Horizons for Digital Adaptability
Platformless Horizons for Digital AdaptabilityPlatformless Horizons for Digital Adaptability
Platformless Horizons for Digital AdaptabilityWSO2
 
Rising Above_ Dubai Floods and the Fortitude of Dubai International Airport.pdf
Rising Above_ Dubai Floods and the Fortitude of Dubai International Airport.pdfRising Above_ Dubai Floods and the Fortitude of Dubai International Airport.pdf
Rising Above_ Dubai Floods and the Fortitude of Dubai International Airport.pdfOrbitshub
 
MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MIND CTI
 
presentation ICT roal in 21st century education
presentation ICT roal in 21st century educationpresentation ICT roal in 21st century education
presentation ICT roal in 21st century educationjfdjdjcjdnsjd
 
Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024
Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024
Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024Victor Rentea
 
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingRepurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingEdi Saputra
 
Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...
Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...
Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...Jeffrey Haguewood
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerThousandEyes
 

Último (20)

ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
 
AWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of Terraform
 
Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...
 
Finding Java's Hidden Performance Traps @ DevoxxUK 2024
Finding Java's Hidden Performance Traps @ DevoxxUK 2024Finding Java's Hidden Performance Traps @ DevoxxUK 2024
Finding Java's Hidden Performance Traps @ DevoxxUK 2024
 
Why Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businessWhy Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire business
 
ICT role in 21st century education and its challenges
ICT role in 21st century education and its challengesICT role in 21st century education and its challenges
ICT role in 21st century education and its challenges
 
Architecting Cloud Native Applications
Architecting Cloud Native ApplicationsArchitecting Cloud Native Applications
Architecting Cloud Native Applications
 
Exploring Multimodal Embeddings with Milvus
Exploring Multimodal Embeddings with MilvusExploring Multimodal Embeddings with Milvus
Exploring Multimodal Embeddings with Milvus
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
 
Six Myths about Ontologies: The Basics of Formal Ontology
Six Myths about Ontologies: The Basics of Formal OntologySix Myths about Ontologies: The Basics of Formal Ontology
Six Myths about Ontologies: The Basics of Formal Ontology
 
MS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectorsMS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectors
 
Mcleodganj Call Girls 🥰 8617370543 Service Offer VIP Hot Model
Mcleodganj Call Girls 🥰 8617370543 Service Offer VIP Hot ModelMcleodganj Call Girls 🥰 8617370543 Service Offer VIP Hot Model
Mcleodganj Call Girls 🥰 8617370543 Service Offer VIP Hot Model
 
Platformless Horizons for Digital Adaptability
Platformless Horizons for Digital AdaptabilityPlatformless Horizons for Digital Adaptability
Platformless Horizons for Digital Adaptability
 
Rising Above_ Dubai Floods and the Fortitude of Dubai International Airport.pdf
Rising Above_ Dubai Floods and the Fortitude of Dubai International Airport.pdfRising Above_ Dubai Floods and the Fortitude of Dubai International Airport.pdf
Rising Above_ Dubai Floods and the Fortitude of Dubai International Airport.pdf
 
MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024
 
presentation ICT roal in 21st century education
presentation ICT roal in 21st century educationpresentation ICT roal in 21st century education
presentation ICT roal in 21st century education
 
Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024
Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024
Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024
 
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingRepurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
 
Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...
Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...
Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 

Cilium – Kernel Native Security & DDOS Mitigation for Microservices with BPF