(Go: >> BACK << -|- >> HOME <<)

SlideShare a Scribd company logo
gRPC vs REST: let the battle begin!
Devoxx, November 9, 2017
Alex Borysov, Software Engineer @ Google
Mykyta Protsenko, Software Engineer @ Roku
Who are we?
Mykyta Protsenko
Software Engineer @ Roku
• passionate about all things scalable
• 18+ years in software engineering
• Author of Henka
REST vs gRPC
Alex Borysov
Software Engineer @ Google
• large scale systems developer
• 11+ years in software engineering
• Active gRPC user
REST vs gRPC
@aiborisov
@mykyta_p
@aiborisov
@mykyta_p
@aiborisov
@mykyta_p
JSON over HTTP
@aiborisov
@mykyta_p
I am getting frustrated by the number of people calling any
HTTP-based interface a REST API.
Roy Fielding
http://roy.gbiv.com/untangled/2008/rest-apis-must-be-hypertext-driven
@aiborisov
@mykyta_p
@aiborisov
@mykyta_p
@aiborisov
@mykyta_p
RESTful API
GET /user/15
{
“name”: “John Doe”,
“email”:“john.doe@gmail.com”,
...
}
non-RESTful API
GET /last_search?page=2
{
“products”: [...]
...
}
@aiborisov
@mykyta_p
What is gRPC?
@aiborisov
@mykyta_p
What is gRPC?
gRPC stands for gRPC Remote Procedure Calls.
A high performance, general purpose, feature-rich
RPC framework.
Part of Cloud Native Computing Foundation cncf.io
HTTP/2 and mobile first.
Open sourced version of Stubby RPC used in Google.
@aiborisov
@mykyta_p
RPC?! But...
AMF?
RMI?
CORBA?
@aiborisov
@mykyta_p
gRPC is not RMI
Maitainability
Ease of use
Performance
Scalability
L
e
s
s
o
n
s
Years of using Stubby
@aiborisov
@mykyta_p
What is gRPC?
Abstractions and best practices on how to design
RPCs.
Default implementation(s) from Google.
Extension points to plug custom implementations and
modifications.
Supports 10+ programming languages.
@aiborisov
@mykyta_p
gRPC Interoperability
Java
Service
Python
Service
GoLang
Service
C++
Service
gRPC
Service
gRPC
Stub
gRPC
Stub
gRPC
Stub
gRPC
Stub
gRPC
Service
gRPC
Service
gRPC
Service
gRPC
Stub
@aiborisov
@mykyta_p
Apples to Oranges?
@aiborisov
@mykyta_p
Microservices?
@aiborisov
@mykyta_p
Microservices?
How to draw an owl?
@aiborisov
@mykyta_p
Microservices?
How to draw an owl?
How to build microservices?
@aiborisov
@mykyta_p
Microservices?
How to draw an owl?
How to build microservices?
Draw some circles.
@aiborisov
@mykyta_p
Microservices?
How to draw an owl?
How to build microservices?
Draw some circles.
Take XYZ framework.
@aiborisov
@mykyta_p
Microservices?
How to draw an owl?
How to build microservices?
Draw the REST of the owlDraw some circles.
Take XYZ framework.
@aiborisov
@mykyta_p
Microservices?
How to draw an owl?
How to build microservices?
Draw the REST of the owl
Write your microservices!
Draw some circles.
Take XYZ framework.
@aiborisov
@mykyta_p
Microservices
@aiborisov
@mykyta_p
Microservices
@aiborisov
@mykyta_p
Microservices
@aiborisov
@mykyta_p
Microservices
@aiborisov
@mykyta_p
Remote Calls
@aiborisov
@mykyta_p
Call Flow
@aiborisov
@mykyta_p
Service Discovery?
?
?
?
?
?
?
@aiborisov
@mykyta_p
Multiple Instances
#1
#N
#2
. . .
@aiborisov
@mykyta_p
Multiple Instances
#1
#N
#2
?
?
?
. . .
@aiborisov
@mykyta_p
Call Flow
@aiborisov
@mykyta_p
Call Flow
@aiborisov
@mykyta_p
Call Flow
@aiborisov
@mykyta_p
Call Flow
@aiborisov
@mykyta_p
Call Flow
@aiborisov
@mykyta_p
Slow Services?
@aiborisov
@mykyta_p
Failure Scenarios
@aiborisov
@mykyta_p
A distributed system is one in which the failure of a
computer you didn't even know existed can render your own
computer unusable.
Leslie Lamport, 1987
https://www.microsoft.com/en-us/research/wp-content/uploads/2016/12/Distribution.pdf
@aiborisov
@mykyta_p
Fault Tolerance
@aiborisov
@mykyta_p
Microservices?! But...
Performance Hit?
Service Discovery?
Load Balancing?
Fault Tolerance?
Monitoring?
Testing?
@aiborisov
@mykyta_p
Sample Problem
Client
@aiborisov
@mykyta_p
Sample Problem: Aggregator
Src
#2
Src
#1
Aggr
...
Src
#X
Client
@aiborisov
@mykyta_p
Heterogeneous Data Format
Src
#2
Src
#1
Aggr
...
Src
#X
<XML>...<XML>
{JSON}
Binary 110011
[ Unified Format ]
Client
@aiborisov
@mykyta_p
REST: It’s All About Resources
@aiborisov
@mykyta_p
REST: Call Hierarchy
Controller
Service
Data Source A
. . .
Data Source N
RestTemplate
RestTemplate
RestTemplate
@aiborisov
@mykyta_p
REST: Data Source
JSON
URL: http://bgdata.com/content/11
{
"id": 11,
"content": "Flink"
}
XML
URL: http://pokemon.com/content/22
<ContentResponse>
<id>22</id>
<content>Pikachu</content>
</ContentResponse>
@aiborisov
@mykyta_p
REST: Data Source
...
ResponseEntity<Content> contentEntity = restTemplate.getForEntity(
url + "{content_id}"
Content.class,
ImmutableMap.of("content_id", contentId));
...
@aiborisov
@mykyta_p
REST: Service
public class AggregatingService {
public AggregatedContent fetch(int id) {
...
return new AggregatedContent(...);
}
}
public class AggregatedContent {
private Integer id;
private String type;
private String content;
private Integer nextId;
@aiborisov
@mykyta_p
REST: Service
public class AggregatingService {
public AggregatedContent fetch(int id) {
...
return new AggregatedContent(...);
}
}
public class AggregatedContent {
private Integer id;
private String type;
private String content;
private Integer nextId;
@aiborisov
@mykyta_p
REST: Service
public class AggregatingService {
public AggregatedContent fetch(int id) {
...
return new AggregatedContent(...);
}
}
public class AggregatedContent {
private Integer id; // 115
private String type; // BigData
private String content; // Flink
private Integer nextId; // 116
@aiborisov
@mykyta_p
REST: Service
public class AggregatingService {
public AggregatedContent fetch(int id) {
...
return new AggregatedContent(...);
}
}
public class AggregatedContent {
private Integer id; // 115
private String type; // BigData
private String content; // Flink
private Integer nextId; // 116
@aiborisov
@mykyta_p
REST: Controller
@GetMapping(
value = "/content/{id}",
produces = "application/json")
public AggregatedContent aggregated(@PathVariable("id") int id) {
return aggregatingService.fetch(id);
}
@aiborisov
@mykyta_p
REST: It’s All About Resources
@GetMapping(
value = "/content/{id}",
produces = "application/json")
public AggregatedContent aggregated(@PathVariable("id") int id) {
return aggregatingService.fetch(id);
}
@aiborisov
@mykyta_p
REST: It’s simple
http://localhost:8080/content/115
{
"id": 115,
"content_type": "POKEMON",
"content": "Pikachu",
"next_uri": "/content/116"
}
@aiborisov
@mykyta_p
REST: Service Discovery
@aiborisov
@mykyta_p
k8s/bigdata.yaml
...
kind: Service
metadata:
name: rest-bigdata-content-service
k8s/aggregator.yaml
...
env:
- name: datasource_a_url
value: "http://rest-bigdata-content-service:8080"
REST: Service Discovery
@aiborisov
@mykyta_p
k8s/bigdata.yaml
...
kind: Service
metadata:
name: rest-bigdata-content-service
k8s/aggregator.yaml
...
env:
- name: datasource_a_url
value: "http://rest-bigdata-content-service:8080"
REST: Service Discovery
@aiborisov
@mykyta_p
Controllers and POJOs, oh my!
public class AggregatedContent {
@JsonProperty("id")
private Integer id;
@JsonProperty("type")
private String type;
@JsonProperty("content")
private String content;
@JsonProperty("next_uri")
private String nextUri;
...
}
{
"id": 115,
"content_type": "BigData",
"content": "Flink",
"next_uri": "/content/116"
}
@aiborisov
@mykyta_p
gRPC: It’s All About APIs
@aiborisov
@mykyta_p
Sample Problem: Aggregator
Src
#2
Src
#1
Aggr
...
Src
#X
Client
@aiborisov
@mykyta_p
Service Definition (aggregator.proto)
@aiborisov
@mykyta_p
Service Definition (aggregator.proto)
syntax = "proto3";
service AggregationService {
rpc Get(AggregationRequest)
returns (AggregationResponse);
}
@aiborisov
@mykyta_p
Service Definition (aggregator.proto)
syntax = "proto3";
service AggregationService {
rpc Get(AggregationRequest)
returns (AggregationResponse);
}
message AggregationRequest {
int32 item_id = 1;
}
message AggregationResponse {
int32 id = 1;
ResponseType type = 2;
string content = 3;
int32 next_item_id = 4;
}
enum ResponseType {
UNDEFINED = 0;
POKEMON = 1;
BIGDATA = 2;
}
@aiborisov
@mykyta_p
Service Definition
aggregator.proto
@aiborisov
@mykyta_p
Service Definition
aggregator.proto
gRPC Runtime
@aiborisov
@mykyta_p
Service Definition
aggregator.proto
AggregationServiceImplBase.java AggregationRequest.java
AggregationResponse.java
AggregationServiceStub.java
AggregationServiceFutureStub.java
AggregationServiceBlockingStub.java
Service Implementation Request and response Client libraries
gRPC Java runtime
@aiborisov
@mykyta_p
Implement gRPC Service
public class AggregationService extends AggregationServiceImplBase {
@Override
public void get(AggregationRequest request,
StreamObserver<AggregationResponse> responseObserver) {
}
}
@aiborisov
@mykyta_p
Implement gRPC Service
public class AggregationService extends AggregationServiceImplBase {
@Override
public void get(AggregationRequest request,
StreamObserver<AggregationResponse> responseObserver) {
}
}
Implement gRPC Service
public class AggregationService extends AggregationServiceImplBase {
@Override
public void get(AggregationRequest request,
StreamObserver<AggregationResponse> responseObserver) {
}
}
@aiborisov
@mykyta_p
Thread #X
Thread ...
Thread #7
Thread #6
Thread #5
Thread #4
Blocking API (aka Thread-per-Request)?
Thread #3
Thread #2
Thread #1
Thread pool
of size X
@aiborisov
@mykyta_p
Thread #X
Thread ...
Thread #7
Thread #6
Thread #5
Thread #4
Blocking API (aka Thread-per-Request)?
Thread #3
Thread #2
Thread #1
Thread pool
of size X
1
@aiborisov
@mykyta_p
Thread #X
Thread ...
Thread #7
Thread #6
Thread #5
Thread #4
Blocking API (aka Thread-per-Request)?
Thread #3
Thread #2
Thread #1
Thread pool
of size X
1
2
@aiborisov
@mykyta_p
Thread #X
Thread ...
Thread #7
Thread #6
Thread #5
Thread #4
Blocking API (aka Thread-per-Request)?
Thread #3
Thread #2
Thread #1
Thread pool
of size X
1
2
3
@aiborisov
@mykyta_p
Thread #X
Thread ...
Thread #7
Thread #6
Thread #5
Thread #4
Thread #3
Thread #2
Blocking API (aka Thread-per-Request)?
Thread #1
Thread pool
of size X
1
2
3
X
. . .
@aiborisov
@mykyta_p
Thread #X
Thread ...
Thread #7
Thread #6
Thread #5
Thread #4
Thread #3
Thread #2
Blocking API (aka Thread-per-Request)?
Thread #1
Thread pool
of size X
1
2
3
X
. . .
X + 1
@aiborisov
@mykyta_p
Thread #X
Thread ...
Thread #7
Thread #6
Thread #5
Thread #4
Thread #3
Thread #2
Blocking API (aka Thread-per-Request)?
Thread #1
Thread pool
of size X
1
2
3
X
. . .
X + 1
@aiborisov
@mykyta_p
Implement gRPC Service
public class AggregationService extends AggregationServiceImplBase {
@Override
public void get(AggregationRequest request,
StreamObserver<AggregationResponse> responseObserver) {
}
}
@aiborisov
@mykyta_p
Implement gRPC Service
public class AggregationService extends AggregationServiceImplBase {
@Override
public void get(AggregationRequest request,
public interface StreamObserver<AggregationResponse> responseObserver){{
void onNext(AggregationResponse response);
void onCompleted();
void onError(Throwable error);
}
}
}
@aiborisov
@mykyta_p
Non-Blocking API
1
2
3
. . .
X + Y
X
. . .
@aiborisov
@mykyta_p
Non-Blocking API (aka Hollywood Principle)
1
2
3
. . .
X + Y
X
. . .
WillCallYouLater!
@aiborisov
@mykyta_p
Non-Blocking API (aka Hollywood Principle)
1
2
3
. . .
X + Y
X
. . .
WillCallYouLater!
onNext(1)
@aiborisov
@mykyta_p
Non-Blocking API (aka Hollywood Principle)
1
2
3
. . .
X + Y
X
. . .
WillCallYouLater!
onNext(3)
@aiborisov
@mykyta_p
Non-Blocking API (aka Hollywood Principle)
1
2
3
. . .
X + Y
X
. . .
WillCallYouLater!
onNext(X)
@aiborisov
@mykyta_p
Implement gRPC Service
public class AggregationService extends AggregationServiceImplBase {
@Override
public void get(AggregationRequest request,
StreamObserver<AggregationResponse> responseObserver) {
AggregationResponse response = AggregationResponse
.newBuilder()
.setId(request.getItemId())
.setContent("Pikachu")
.setType(ResponseType.POKEMON)
.build();
responseObserver.onNext(response);
responseObserver.onCompleted();
}
}
@aiborisov
@mykyta_p
Implement gRPC Service
public class AggregationService extends AggregationServiceImplBase {
@Override
public void get(AggregationRequest request,
StreamObserver<AggregationResponse> responseObserver) {
AggregationResponse response = AggregationResponse
.newBuilder()
.setId(request.getItemId())
.setContent("Pikachu")
.setType(ResponseType.POKEMON)
.build();
responseObserver.onNext(response);
responseObserver.onCompleted();
}
}
@aiborisov
@mykyta_p
Service Definition (aggregator.proto)
syntax = "proto3";
service AggregationService {
rpc Get(AggregationRequest)
returns (AggregationResponse);
}
message AggregationRequest {
int32 item_id = 1;
}
message AggregationResponse {
int32 id = 1;
ResponseType type = 2;
string content = 3;
int32 next_item_id = 4;
}
enum ResponseType {
UNDEFINED = 0;
POKEMON = 1;
BIGDATA = 2;
}
@aiborisov
@mykyta_p
Service Definition (aggregator.proto)
syntax = "proto3";
service AggregationService {
rpc Get(AggregationRequest)
returns (AggregationResponse);
}
message AggregationRequest {
}
message AggregationResponse {
int32 id = 1;
ResponseType type = 2;
string content = 3;
}
enum ResponseType {
UNDEFINED = 0;
POKEMON = 1;
BIGDATA = 2;
}
@aiborisov
@mykyta_p
Service Definition (aggregator.proto)
syntax = "proto3";
service AggregationService {
rpc Get(AggregationRequest)
returns (AggregationResponse);
}
message AggregationRequest {
}
message AggregationResponse {
int32 id = 1;
ResponseType type = 2;
string content = 3;
}
enum ResponseType {
UNDEFINED = 0;
POKEMON = 1;
BIGDATA = 2;
}
@aiborisov
@mykyta_p
Service Definition (aggregator.proto)
syntax = "proto3";
service AggregationService {
rpc Get(AggregationRequest)
returns (stream AggregationResponse);
}
message AggregationRequest {
}
message AggregationResponse {
int32 id = 1;
ResponseType type = 2;
string content = 3;
}
enum ResponseType {
UNDEFINED = 0;
POKEMON = 1;
BIGDATA = 2;
}
@aiborisov
@mykyta_p
Service Definition (aggregator.proto)
syntax = "proto3";
service AggregationService {
rpc Subscribe(AggregationRequest)
returns (stream AggregationResponse);
}
message AggregationRequest {
}
message AggregationResponse {
int32 id = 1;
ResponseType type = 2;
string content = 3;
}
enum ResponseType {
UNDEFINED = 0;
POKEMON = 1;
BIGDATA = 2;
}
@aiborisov
@mykyta_p
Service Definition (aggregator.proto)
syntax = "proto3";
service AggregationService {
rpc Subscribe(AggregationRequest)
returns (stream AggregationResponse);
}
message AggregationRequest {
}
message AggregationResponse {
int32 id = 1;
ResponseType type = 2;
string content = 3;
}
enum ResponseType {
UNDEFINED = 0;
POKEMON = 1;
BIGDATA = 2;
}
@aiborisov
@mykyta_p
Sample Problem: Aggregator
Src
#2
Src
#1
Aggr
...
Src
#X
Client
aggregator.proto
@aiborisov
@mykyta_p
Sample Problem: Content
Src
#2
Src
#1
Aggr
...
Src
#X
Client
aggregator.proto
content.proto
@aiborisov
@mykyta_p
content.proto
syntax = "proto3";
service ContentService {
rpc Subscribe(ContentRequest)
returns (stream ContentResponse);
}
message ContentRequest {
}
message ContentResponse {
int32 id = 1;
string content = 2;
}
@aiborisov
@mykyta_p
Streaming gRPC Service
public class AggregationService extends AggregationServiceImplBase {
private final Collection<ContentServiceStub> contentStubs;
public AggregationService(Collection<ContentServiceStub> contentStubs) {
this.contentStubs = contentStubs;
}
...
@aiborisov
@mykyta_p
Streaming gRPC Service
public class AggregationService extends AggregationServiceImplBase {
@Override
public void subscribe(AggregationRequest request,StreamObserver<AggregationResponse> responseObserver) {
contentStubs.forEach(stub -> { stub.subscribe(ContentRequest.getDefaultInstance(),
new StreamObserver<ContentResponse>() {
@Override
public void onNext(ContentResponse response) {
...
}
@Override
public void onError(Throwable error) {
responseObserver.onError(error);
}
@Override
public void onCompleted() {}
});
});
}
@aiborisov
@mykyta_p
Streaming gRPC Service
public class AggregationService extends AggregationServiceImplBase {
@Override
public void subscribe(AggregationRequest request,StreamObserver<AggregationResponse> responseObserver) {
contentStubs.forEach(stub -> { stub.subscribe(ContentRequest.getDefaultInstance(),
new StreamObserver<ContentResponse>() {
@Override
public void onNext(ContentResponse response) {
...
}
@Override
public void onError(Throwable error) {
responseObserver.onError(error);
}
@Override
public void onCompleted() {}
});
});
}
@aiborisov
@mykyta_p
Streaming gRPC Service
public class AggregationService extends AggregationServiceImplBase {
@Override
public void subscribe(AggregationRequest request,StreamObserver<AggregationResponse> responseObserver) {
contentStubs.forEach(stub -> { stub.subscribe(ContentRequest.getDefaultInstance(),
new StreamObserver<ContentResponse>() {
@Override
public void onNext(ContentResponse response) {
...
}
@Override
public void onError(Throwable error) {
responseObserver.onError(error);
}
@Override
public void onCompleted() {}
});
});
}
@aiborisov
@mykyta_p
Streaming gRPC Service
public class AggregationService extends AggregationServiceImplBase {
@Override
public void subscribe(AggregationRequest request,StreamObserver<AggregationResponse> responseObserver) {
contentStubs.forEach(stub -> { stub.subscribe(ContentRequest.getDefaultInstance(),
new StreamObserver<ContentResponse>() {
@Override
public void onNext(ContentResponse response) {
...
}
@Override
public void onError(Throwable error) {
responseObserver.onError(error);
}
@Override
public void onCompleted() {}
});
});
}
@aiborisov
@mykyta_p
Streaming gRPC Service
public class AggregationService extends AggregationServiceImplBase {
@Override
public void subscribe(AggregationRequest request,StreamObserver<AggregationResponse> responseObserver) {
contentStubs.forEach(stub -> { stub.subscribe(ContentRequest.getDefaultInstance(),
new StreamObserver<ContentResponse>() {
@Override
public void onNext(ContentResponse response) {
ResponseType type = typeForStub(stub);
int aggregationId = aggregationId(response.getId(), type);
AggregationResponse aggrResponse =
AggregationResponse.newBuilder()
.setContent(response.getContent()).setId(aggregationId).
.setType(type).build();
responseObserver.onNext(aggrResponse);
}
});
});
}
@aiborisov
@mykyta_p
Streaming gRPC Service
public class AggregationService extends AggregationServiceImplBase {
@Override
public void subscribe(AggregationRequest request,StreamObserver<AggregationResponse> responseObserver) {
contentStubs.forEach(stub -> { stub.subscribe(ContentRequest.getDefaultInstance(),
new StreamObserver<ContentResponse>() {
@Override
public void onNext(ContentResponse response) {
ResponseType type = typeForStub(stub);
int aggregationId = aggregationId(response.getId(), type);
AggregationResponse aggrResponse =
AggregationResponse.newBuilder()
.setContent(response.getContent()).setId(aggregationId).
.setType(type).build();
responseObserver.onNext(aggrResponse);
}
});
});
}
@aiborisov
@mykyta_p
Streaming gRPC Service
Src
#2
Src
#1
Aggr
...
Src
#X
Client
@aiborisov
@mykyta_p
Streaming gRPC Service
Src
#2
Src
#1
Aggr
...
Src
#X
Client Subscribe()
@aiborisov
@mykyta_p
Streaming gRPC Service
Src
#2
Src
#1
Aggr
...
Src
#X
Client Subscribe()
Subscribe()
Subscribe()
Subscribe()
@aiborisov
@mykyta_p
Streaming gRPC Service
Src
#2
Src
#1
Aggr
...
Src
#X
Client
onNext()
@aiborisov
@mykyta_p
Streaming gRPC Service
Src
#2
Src
#1
Aggr
...
Src
#X
Client
onNext()
onNext()
@aiborisov
@mykyta_p
Streaming gRPC Service
Src
#2
Src
#1
Aggr
...
Src
#X
Client
onNext()
@aiborisov
@mykyta_p
Streaming gRPC Service
Src
#2
Src
#1
Aggr
...
Src
#X
Client onNext()
onNext()
@aiborisov
@mykyta_p
Start gRPC Server
ContentServiceStub pokemonClient = ...
ContentServiceStub bigDataClient = ...
Server grpcServer = NettyServerBuilder.forPort(8080)
.addService(new AggregationService(asList(pokemonClient, bigDataClient)))
.build().start();
@aiborisov
@mykyta_p
Start gRPC Server
ContentServiceStub pokemonClient = ...
ContentServiceStub bigDataClient = ...
Server grpcServer = NettyServerBuilder.forPort(8080)
.addService(new AggregationService(asList(pokemonClient, bigDataClient)))
.build().start();
@aiborisov
@mykyta_p
Create gRPC Client
String host = System.getenv("pokemon_host");
int post = Integer.valueOf(System.getenv("pokemon_port"));
ManagedChannel pokemonChannel = NettyChannelBuilder.forAddress(host, port).build();
@aiborisov
@mykyta_p
Create gRPC Client
String host = System.getenv("pokemon_host");
int post = Integer.valueOf(System.getenv("pokemon_port"));
ManagedChannel pokemonChannel = NettyChannelBuilder.forAddress(host, port).build();
ContentServiceStub pokemonClient = ContentServiceGrpc.newStub(pokemonChannel);
@aiborisov
@mykyta_p
Create gRPC Client
String host = System.getenv("pokemon_host");
int port = Integer.valueOf(System.getenv("pokemon_port"));
ManagedChannel pokemonChannel = NettyChannelBuilder.forAddress(host, port).build();
ContentServiceStub pokemonClient = ContentServiceGrpc.newStub(pokemonChannel);
ContentServiceBlockingStub pokemonBlockingClient =
ContentServiceGrpc.newBlockingStub(pokemonChannel);
@aiborisov
@mykyta_p
Create gRPC Client
String host = System.getenv("pokemon_host");
int port = Integer.valueOf(System.getenv("pokemon_port"));
ManagedChannel pokemonChannel = NettyChannelBuilder.forAddress(host, port).build();
ContentServiceStub pokemonClient = ContentServiceGrpc.newStub(pokemonChannel);
ContentServiceBlockingStub pokemonBlockingClient =
ContentServiceGrpc.newBlockingStub(pokemonChannel);
ContentServiceFutureStub pokemonFutureClient =
ContentServiceGrpc.newFutureStub(pokemonChannel);
@aiborisov
@mykyta_p
Service Discovery & Load Balancing
String host = System.getenv("pokemon_host");
int post = Integer.valueOf(System.getenv("pokemon_port"));
ManagedChannel pokemonChannel = NettyChannelBuilder.forAddress(host, port).build();
@aiborisov
@mykyta_p
Service Discovery & Load Balancing
ManagedChannel pokemonChannel = NettyChannelBuilder.forAddress(host, port).build();
@aiborisov
@mykyta_p
Service Discovery & Load Balancing
ManagedChannel pokemonChannel = NettyChannelBuilder.forTarget("pokemon")
.build();
@aiborisov
@mykyta_p
Service Discovery & Load Balancing
ManagedChannel pokemonChannel = NettyChannelBuilder.forTarget("pokemon")
.nameResolverFactory(new DnsNameResolverProvider())
.loadBalancerFactory(RoundRobinLoadBalancerFactory.getInstance())
.build();
@aiborisov
@mykyta_p
Service Discovery & Load Balancing
ManagedChannel pokemonChannel = NettyChannelBuilder.forTarget("pokemon")
.nameResolverFactory(new MyCustomNameResolverProviderFactory())
.loadBalancerFactory(new MyMoonPhaseLoadBalancerFactory())
.build();
@aiborisov
@mykyta_p
Netty
ManagedChannel pokemonChannel = NettyChannelBuilder.forTarget("pokemon")
.nameResolverFactory(new MyCustomNameResolverProvider())
.loadBalancerFactory(new MyMoonPhaseLoadBalancerFactory())
.build();
@aiborisov
@mykyta_p
Netty + HTTP/2 + Protobuf
@aiborisov
@mykyta_p
Netty + HTTP/2 + Protobuf = Performance
http://www.grpc.io/docs/guides/benchmarking.html
@aiborisov
@mykyta_p
8 core VMs, streaming throughput
Netty + HTTP/2 + Protobuf = Performance
http://www.grpc.io/docs/guides/benchmarking.html
@aiborisov
@mykyta_p
32 core VMs, streaming throughput
Client Latency
...
900 ms!
@aiborisov
@mykyta_p
Caching
CDN
9 ms
...
@aiborisov
@mykyta_p
pay 24/7
Classic Cloud
VM
VM
LB
...
VM
pay as you go
@aiborisov
@mykyta_p
Serverless
pay as you go
Func
Funcinput
...
Func
input
...
input
@aiborisov
@mykyta_p
All about resources
IDL optional
Synchronous by default
Unary
Perfect fit for serverless
All about APIs
IDL centric
Asynchronous by nature
Streaming or Unary
Performance first
REST gRPC
@aiborisov
@mykyta_p
Sample Problem
Src
#2
Src
#1
...
Src
#X
Client Aggr
@aiborisov
@mykyta_p
Sample Problem: Voting
Src
#2
Src
#1
...
Src
#X
Client
Voting
Aggr
@aiborisov
@mykyta_p
Sample Problem: Voting
Src
#2
Src
#1
...
Src
#X
Client
Voting
Aggr
@aiborisov
@mykyta_p
Sample Problem: Voting
Src
#2
Src
#1
...
Src
#X
Client
Voting
Aggr
@aiborisov
@mykyta_p
Sample Problem: Voting & Leaderboard
Src
#2
Src
#1
...
Src
#X
Client
Voting
Aggr
L-board
@aiborisov
@mykyta_p
Sample Problem: Voting & Leaderboard
Src
#2
Src
#1
...
Src
#X
Client
Voting
Aggr
L-board
@aiborisov
@mykyta_p
Sample Problem: Voting & Leaderboard
Src
#2
Src
#1
...
Src
#X
Gateway
Voting
Aggr
L-board
@aiborisov
@mykyta_p
Sample Problem
Src
#2
Src
#1
...
Src
#X
Gateway
VotingL-board
Aggr
@aiborisov
@mykyta_p
Failing Leaderboard
Src
#2
Src
#1
...
Src
#X
Gateway
Voting
Aggr
@aiborisov
@mykyta_p
Cascading Failure
Src
#2
Src
#1
...
Src
#X
Gateway
Voting
Aggr
@aiborisov
@mykyta_p
Cascading Failure
Src
#2
Src
#1
...
Src
#X
Gateway
Voting
Aggr
@aiborisov
@mykyta_p
Cascading Failure
Src
#2
Src
#1
...
Src
#X
Gateway
Voting
Aggr
@aiborisov
@mykyta_p
Circuit Breaker
Src
#2
Src
#1
...
Src
#X
Gateway
VotingL-board
Aggr
@aiborisov
@mykyta_p
Circuit Breaker
Src
#2
Src
#1
...
Src
#X
Gateway
VotingL-board
Aggr
@aiborisov
@mykyta_p
Circuit Breaker
Src
#2
Src
#1
...
Src
#X
Gateway
VotingL-board
Aggr
@aiborisov
@mykyta_p
Circuit Breaker
Src
#2
Src
#1
...
Src
#X
Gateway
VotingL-board
Aggr
@aiborisov
@mykyta_p
Circuit Breaker
Src
#2
Src
#1
...
Src
#X
Gateway
VotingL-board
Aggr
@aiborisov
@mykyta_p
Circuit Breaker
Src
#2
Src
#1
...
Src
#X
Gateway
VotingL-board
Aggr
@aiborisov
@mykyta_p
Slow Services
Src
#2
Src
#1
...
Src
#X
Gateway
VotingL-board
Aggr
@aiborisov
@mykyta_p
Timeouts?
Src
#2
Src
#1
...
Src
#X
Gateway
VotingL-board
Aggr
200 ms
2 sec
@aiborisov
@mykyta_p
Large Timeouts
Gateway Voting L-Board
1,000 ms
timeout
1,000 ms
timeout
200 ms
client timeout
@aiborisov
@mykyta_p
Large Timeouts
Gateway Voting L-Board
1,000 ms
timeout
1,000 ms
timeout
200 ms
client timeout
50 ms
@aiborisov
@mykyta_p
Large Timeouts
Gateway Voting L-Board
1,000 ms
timeout
1,000 ms
timeout
200 ms
client timeout
50 ms
400 ms
@aiborisov
@mykyta_p
Large Timeouts
Gateway Voting L-Board
1,000 ms
timeout
1,000 ms
timeout
200 ms
client timeout
50 ms
400 ms
@aiborisov
@mykyta_p
Large Timeouts
Gateway Voting L-Board
1,000 ms
timeout
1,000 ms
timeout
200 ms
client timeout
50 ms
400 ms
300 ms
@aiborisov
@mykyta_p
Short Timeouts
Gateway Voting L-Board
100 ms
timeout
100 ms
timeout
@aiborisov
@mykyta_p
Short Timeouts
Gateway Voting L-Board
100 ms
timeout
100 ms
timeout
2,000 ms
client timeout
@aiborisov
@mykyta_p
Short Timeouts
Gateway Voting L-Board
100 ms
timeout
100 ms
timeout
2,000 ms
client timeout
50 ms
@aiborisov
@mykyta_p
Short Timeouts
Gateway Voting L-Board
100 ms
timeout
100 ms
timeout
2,000 ms
client timeout
50 ms
400 ms
@aiborisov
@mykyta_p
Short Timeouts
Gateway Voting L-Board
100 ms
timeout
100 ms
timeout
2,000 ms
client timeout
50 ms
400 ms
@aiborisov
@mykyta_p
Short Timeouts
Gateway Voting L-Board
100 ms
timeout
100 ms
timeout
2,000 ms
client timeout
50 ms
400 ms
@aiborisov
@mykyta_p
gRPC Deadline Propagation
Gateway Voting L-Board
200 ms
client timeout
@aiborisov
@mykyta_p
gRPC Deadline Propagation
Gateway Voting L-Board
200 ms
client timeout
50 ms
@aiborisov
@mykyta_p
gRPC Deadline Propagation
Gateway Voting L-Board
200 - 50 ms
timeout
200 ms
client timeout
50 ms
@aiborisov
@mykyta_p
gRPC Deadline Propagation
Gateway Voting L-Board
200 - 50 ms
timeout
200 ms
client timeout
50 ms
400 ms
@aiborisov
@mykyta_p
gRPC Deadline Propagation
Gateway Voting L-Board
200 - 50 - 400 ms
timeout
200 - 50 ms
timeout
200 ms
client timeout
50 ms
400 ms
@aiborisov
@mykyta_p
gRPC Deadline Propagation (Short)
Gateway Voting L-Board
200 - 50 - 400 ms
timeout
200 - 50 ms
timeout
200 ms
client timeout
50 ms
400 ms
@aiborisov
@mykyta_p
gRPC Deadline Propagation (Large)
Gateway Voting L-Board
2,000 - 50 - 400 ms
timeout
2,000 - 50 ms
timeout
2,000 ms
client timeout
50 ms
400 ms
300 ms
@aiborisov
@mykyta_p
Investigation
Src
#2
Src
#1
...
Src
#X
Gateway
VotingL-board
Aggr
@aiborisov
@mykyta_p
Gateway
VotingL-board
Aggr
Investigation
Src
#2
Src
#1
...
Src
#X
@aiborisov
@mykyta_p
VotingL-board
Aggr
Investigation
Src
#2
Src
#1
...
Src
#X
Gateway
@aiborisov
@mykyta_p
L-board
Aggr
Investigation
Src
#2
Src
#1
...
Src
#X
Gateway
Voting
@aiborisov
@mykyta_p
L-board
Aggr
Investigation
Src
#2
Src
#1
...
Src
#X
Gateway
Voting
@aiborisov
@mykyta_p
Aggr
L-board
Investigation
Src
#2
Src
#1
...
Src
#X
Gateway
Voting
@aiborisov
@mykyta_p
Aggr
L-board
Investigation
Src
#2
Src
#1
...
Src
#X
Gateway
Voting
@aiborisov
@mykyta_p
Zipkin: Traces and Latency
@aiborisov
@mykyta_p
Zipkin and gRPC
https://github.com/openzipkin/brave/tree/master/instrumentation/grpc
URLConnectionSender sender = ...
GrpcTracing grpcTracing = GrpcTracing.create(Tracing.newBuilder()
.sampler(ALWAYS_SAMPLE).spanReporter(AsyncReporter.create(sender)).build());
@aiborisov
@mykyta_p
Zipkin and gRPC
https://github.com/openzipkin/brave/tree/master/instrumentation/grpc
URLConnectionSender sender = ...
GrpcTracing grpcTracing = GrpcTracing.create(Tracing.newBuilder()
.sampler(ALWAYS_SAMPLE).spanReporter(AsyncReporter.create(sender)).build());
ManagedChannel pokemonChannel = NettyChannelBuilder.forAddress(pokemonHost, pokemonPort)
.intercept(grpcTracing.newClientInterceptor())
.build();
Server grpcServer = NettyServerBuilder.forPort(8080)
.addService(new AggregationService(asList(pokemonClient, bigDataClient)))
.intercept(grpcTracing.newServerInterceptor())
.build().start();
@aiborisov
@mykyta_p
Zipkin and gRPC
https://github.com/openzipkin/brave/tree/master/instrumentation/grpc
URLConnectionSender sender = ...
GrpcTracing grpcTracing = GrpcTracing.create(Tracing.newBuilder()
.sampler(ALWAYS_SAMPLE).spanReporter(AsyncReporter.create(sender)).build());
ManagedChannel pokemonChannel = NettyChannelBuilder.forAddress(pokemonHost, pokemonPort)
.intercept(grpcTracing.newClientInterceptor())
.build();
Server grpcServer = NettyServerBuilder.forPort(8080)
.addService(new AggregationService(asList(pokemonClient, bigDataClient)))
.intercept(grpcTracing.newServerInterceptor())
.build().start();
@aiborisov
@mykyta_p
Zipkin and REST
build.gradle:
dependencies {
compile 'org.springframework.cloud:spring-cloud-sleuth-zipkin'
compile 'org.springframework.cloud:spring-cloud-starter-sleuth'
...
application.properties:
spring.zipkin.baseUrl=http://zipkin:9411/
# sample 100%
spring.sleuth.sampler.percentage=1.0
...
@aiborisov
@mykyta_p
Zipkin : REST and gRPC
@aiborisov
@mykyta_p
http://GrpcVsRest.com
@aiborisov
@mykyta_p
Explore More?
Demo: https://github.com/grpcvsrest
@aiborisov
@mykyta_p
Explore More?
Demo: https://github.com/grpcvsrest
http://grpc.io
https://github.com/grpc
http://www.grpc.io/docs/quickstart/java.html
gRPC Google group: grpc-io@googlegroups.com
REST: http://google.com/search?q=rest
@aiborisov
@mykyta_p
Demo UI is written by
Yevgen Golubenko
Software Engineer @ Anomali
• Twitter: @HalloGene_
• github.com/HalloGene
• linkedin.com/in/yevgen-golubenko
@aiborisov
@mykyta_p
REST gRPC
@aiborisov
@mykyta_p
All about resources
Synchronous and unary
Simplicity first
External fault-tolerance
Production ready
All about APIs
Async and streaming
Performance first
Built-in fault-tolerance
Production ready
REST gRPC
@aiborisov
@mykyta_p
All about resources
Synchronous and unary
Simplicity first
External fault-tolerance
Production ready
All about APIs
Async and streaming
Performance first
Built-in fault-tolerance
Production ready
REST gRPC
Be pragmatic,
start with your problem!
@aiborisov
@mykyta_p
Questions?
@aiborisov
@mykyta_p

More Related Content

What's hot

Inter-Process Communication in Microservices using gRPC
Inter-Process Communication in Microservices using gRPCInter-Process Communication in Microservices using gRPC
Inter-Process Communication in Microservices using gRPC
Shiju Varghese
 
gRPC
gRPCgRPC
Introduction to gRPC
Introduction to gRPCIntroduction to gRPC
Introduction to gRPC
Chandresh Pancholi
 
gRPC and Microservices
gRPC and MicroservicesgRPC and Microservices
gRPC and Microservices
Jonathan Gomez
 
gRPC
gRPC gRPC
gRPC: The Story of Microservices at Square
gRPC: The Story of Microservices at SquaregRPC: The Story of Microservices at Square
gRPC: The Story of Microservices at Square
Apigee | Google Cloud
 
Introduction to gRPC: A general RPC framework that puts mobile and HTTP/2 fir...
Introduction to gRPC: A general RPC framework that puts mobile and HTTP/2 fir...Introduction to gRPC: A general RPC framework that puts mobile and HTTP/2 fir...
Introduction to gRPC: A general RPC framework that puts mobile and HTTP/2 fir...
Codemotion
 
Introduction to gRPC
Introduction to gRPCIntroduction to gRPC
Introduction to gRPC
Prakash Divy
 
API Design, A Quick Guide to REST, SOAP, gRPC, and GraphQL, By Vahid Rahimian
API Design, A Quick Guide to REST, SOAP, gRPC, and GraphQL, By Vahid RahimianAPI Design, A Quick Guide to REST, SOAP, gRPC, and GraphQL, By Vahid Rahimian
API Design, A Quick Guide to REST, SOAP, gRPC, and GraphQL, By Vahid Rahimian
Vahid Rahimian
 
gRPC Design and Implementation
gRPC Design and ImplementationgRPC Design and Implementation
gRPC Design and Implementation
Varun Talwar
 
gRPC in Go
gRPC in GogRPC in Go
gRPC in Go
Almog Baku
 
Robert Kubis - gRPC - boilerplate to high-performance scalable APIs - code.t...
 Robert Kubis - gRPC - boilerplate to high-performance scalable APIs - code.t... Robert Kubis - gRPC - boilerplate to high-performance scalable APIs - code.t...
Robert Kubis - gRPC - boilerplate to high-performance scalable APIs - code.t...
AboutYouGmbH
 
Building your First gRPC Service
Building your First gRPC ServiceBuilding your First gRPC Service
Building your First gRPC Service
Jessie Barnett
 
OpenAPI and gRPC Side by-Side
OpenAPI and gRPC Side by-SideOpenAPI and gRPC Side by-Side
OpenAPI and gRPC Side by-Side
Tim Burks
 
Anatomy of a Spring Boot App with Clean Architecture - Spring I/O 2023
Anatomy of a Spring Boot App with Clean Architecture - Spring I/O 2023Anatomy of a Spring Boot App with Clean Architecture - Spring I/O 2023
Anatomy of a Spring Boot App with Clean Architecture - Spring I/O 2023
Steve Pember
 
gRPC with java
gRPC with javagRPC with java
gRPC with java
Knoldus Inc.
 
Developing RESTful Web APIs with Python, Flask and MongoDB
Developing RESTful Web APIs with Python, Flask and MongoDBDeveloping RESTful Web APIs with Python, Flask and MongoDB
Developing RESTful Web APIs with Python, Flask and MongoDB
Nicola Iarocci
 
Observables in Angular
Observables in AngularObservables in Angular
Observables in Angular
Knoldus Inc.
 
예외처리가이드
예외처리가이드예외처리가이드
예외처리가이드
도형 임
 
Fluent Bit: Log Forwarding at Scale
Fluent Bit: Log Forwarding at ScaleFluent Bit: Log Forwarding at Scale
Fluent Bit: Log Forwarding at Scale
Eduardo Silva Pereira
 

What's hot (20)

Inter-Process Communication in Microservices using gRPC
Inter-Process Communication in Microservices using gRPCInter-Process Communication in Microservices using gRPC
Inter-Process Communication in Microservices using gRPC
 
gRPC
gRPCgRPC
gRPC
 
Introduction to gRPC
Introduction to gRPCIntroduction to gRPC
Introduction to gRPC
 
gRPC and Microservices
gRPC and MicroservicesgRPC and Microservices
gRPC and Microservices
 
gRPC
gRPC gRPC
gRPC
 
gRPC: The Story of Microservices at Square
gRPC: The Story of Microservices at SquaregRPC: The Story of Microservices at Square
gRPC: The Story of Microservices at Square
 
Introduction to gRPC: A general RPC framework that puts mobile and HTTP/2 fir...
Introduction to gRPC: A general RPC framework that puts mobile and HTTP/2 fir...Introduction to gRPC: A general RPC framework that puts mobile and HTTP/2 fir...
Introduction to gRPC: A general RPC framework that puts mobile and HTTP/2 fir...
 
Introduction to gRPC
Introduction to gRPCIntroduction to gRPC
Introduction to gRPC
 
API Design, A Quick Guide to REST, SOAP, gRPC, and GraphQL, By Vahid Rahimian
API Design, A Quick Guide to REST, SOAP, gRPC, and GraphQL, By Vahid RahimianAPI Design, A Quick Guide to REST, SOAP, gRPC, and GraphQL, By Vahid Rahimian
API Design, A Quick Guide to REST, SOAP, gRPC, and GraphQL, By Vahid Rahimian
 
gRPC Design and Implementation
gRPC Design and ImplementationgRPC Design and Implementation
gRPC Design and Implementation
 
gRPC in Go
gRPC in GogRPC in Go
gRPC in Go
 
Robert Kubis - gRPC - boilerplate to high-performance scalable APIs - code.t...
 Robert Kubis - gRPC - boilerplate to high-performance scalable APIs - code.t... Robert Kubis - gRPC - boilerplate to high-performance scalable APIs - code.t...
Robert Kubis - gRPC - boilerplate to high-performance scalable APIs - code.t...
 
Building your First gRPC Service
Building your First gRPC ServiceBuilding your First gRPC Service
Building your First gRPC Service
 
OpenAPI and gRPC Side by-Side
OpenAPI and gRPC Side by-SideOpenAPI and gRPC Side by-Side
OpenAPI and gRPC Side by-Side
 
Anatomy of a Spring Boot App with Clean Architecture - Spring I/O 2023
Anatomy of a Spring Boot App with Clean Architecture - Spring I/O 2023Anatomy of a Spring Boot App with Clean Architecture - Spring I/O 2023
Anatomy of a Spring Boot App with Clean Architecture - Spring I/O 2023
 
gRPC with java
gRPC with javagRPC with java
gRPC with java
 
Developing RESTful Web APIs with Python, Flask and MongoDB
Developing RESTful Web APIs with Python, Flask and MongoDBDeveloping RESTful Web APIs with Python, Flask and MongoDB
Developing RESTful Web APIs with Python, Flask and MongoDB
 
Observables in Angular
Observables in AngularObservables in Angular
Observables in Angular
 
예외처리가이드
예외처리가이드예외처리가이드
예외처리가이드
 
Fluent Bit: Log Forwarding at Scale
Fluent Bit: Log Forwarding at ScaleFluent Bit: Log Forwarding at Scale
Fluent Bit: Log Forwarding at Scale
 

Similar to gRPC vs REST: let the battle begin!

gRPC vs REST: let the battle begin!
gRPC vs REST: let the battle begin!gRPC vs REST: let the battle begin!
gRPC vs REST: let the battle begin!
Alex Borysov
 
"gRPC vs REST: let the battle begin!" DevoxxUK 2018 edition
"gRPC vs REST: let the battle begin!" DevoxxUK 2018 edition"gRPC vs REST: let the battle begin!" DevoxxUK 2018 edition
"gRPC vs REST: let the battle begin!" DevoxxUK 2018 edition
Alex Borysov
 
"gRPC vs REST: let the battle begin!" GeeCON Krakow 2018 edition
"gRPC vs REST: let the battle begin!" GeeCON Krakow 2018 edition"gRPC vs REST: let the battle begin!" GeeCON Krakow 2018 edition
"gRPC vs REST: let the battle begin!" GeeCON Krakow 2018 edition
Alex Borysov
 
"gRPC vs REST: let the battle begin!" OSCON 2018 edition
"gRPC vs REST: let the battle begin!" OSCON 2018 edition"gRPC vs REST: let the battle begin!" OSCON 2018 edition
"gRPC vs REST: let the battle begin!" OSCON 2018 edition
Alex Borysov
 
Building Event-Driven (Micro) Services with Apache Kafka
Building Event-Driven (Micro) Services with Apache KafkaBuilding Event-Driven (Micro) Services with Apache Kafka
Building Event-Driven (Micro) Services with Apache Kafka
Guido Schmutz
 
Lies you have been told about REST
Lies you have been told about RESTLies you have been told about REST
Lies you have been told about REST
darrelmiller71
 
2018 Madrid JUG Deconstructing REST Security
2018 Madrid JUG Deconstructing REST Security2018 Madrid JUG Deconstructing REST Security
2018 Madrid JUG Deconstructing REST Security
Bruno Baptista
 
2017 Devoxx MA Deconstructing and Evolving REST Security
2017 Devoxx MA Deconstructing and Evolving REST Security2017 Devoxx MA Deconstructing and Evolving REST Security
2017 Devoxx MA Deconstructing and Evolving REST Security
David Blevins
 
2018 Boulder JUG Deconstructing and Evolving REST Security
2018 Boulder JUG Deconstructing and Evolving REST Security2018 Boulder JUG Deconstructing and Evolving REST Security
2018 Boulder JUG Deconstructing and Evolving REST Security
David Blevins
 
2018 jPrime Deconstructing and Evolving REST Security
2018 jPrime Deconstructing and Evolving REST Security2018 jPrime Deconstructing and Evolving REST Security
2018 jPrime Deconstructing and Evolving REST Security
David Blevins
 
Serverless and serverfull - where microservices compliments serverless
Serverless and serverfull - where microservices compliments serverlessServerless and serverfull - where microservices compliments serverless
Serverless and serverfull - where microservices compliments serverless
Judy Breedlove
 
Redesigning the Netflix API - OSCON
Redesigning the Netflix API - OSCONRedesigning the Netflix API - OSCON
Redesigning the Netflix API - OSCON
Daniel Jacobson
 
2018 IterateConf Deconstructing and Evolving REST Security
2018 IterateConf Deconstructing and Evolving REST Security2018 IterateConf Deconstructing and Evolving REST Security
2018 IterateConf Deconstructing and Evolving REST Security
David Blevins
 
HowYourAPIBeMyAPI
HowYourAPIBeMyAPIHowYourAPIBeMyAPI
HowYourAPIBeMyAPI
Jie Liau
 
Ibm_interconnect_restapi_workshop
Ibm_interconnect_restapi_workshopIbm_interconnect_restapi_workshop
Ibm_interconnect_restapi_workshop
Shubhra Kar
 
Day 2 Kubernetes - Tools for Operability (HashiConf)
Day 2 Kubernetes - Tools for Operability (HashiConf)Day 2 Kubernetes - Tools for Operability (HashiConf)
Day 2 Kubernetes - Tools for Operability (HashiConf)
bridgetkromhout
 
apidays LIVE Australia 2020 - From micro to macro-coordination through domain...
apidays LIVE Australia 2020 - From micro to macro-coordination through domain...apidays LIVE Australia 2020 - From micro to macro-coordination through domain...
apidays LIVE Australia 2020 - From micro to macro-coordination through domain...
apidays
 
Building Serverless applications with Python
Building Serverless applications with PythonBuilding Serverless applications with Python
Building Serverless applications with Python
Andrii Soldatenko
 
OWASPAPISecurity
OWASPAPISecurityOWASPAPISecurity
OWASPAPISecurity
Jie Liau
 
@Dissidentbot: dissent will be automated!
@Dissidentbot: dissent will be automated!@Dissidentbot: dissent will be automated!
@Dissidentbot: dissent will be automated!
Steve Loughran
 

Similar to gRPC vs REST: let the battle begin! (20)

gRPC vs REST: let the battle begin!
gRPC vs REST: let the battle begin!gRPC vs REST: let the battle begin!
gRPC vs REST: let the battle begin!
 
"gRPC vs REST: let the battle begin!" DevoxxUK 2018 edition
"gRPC vs REST: let the battle begin!" DevoxxUK 2018 edition"gRPC vs REST: let the battle begin!" DevoxxUK 2018 edition
"gRPC vs REST: let the battle begin!" DevoxxUK 2018 edition
 
"gRPC vs REST: let the battle begin!" GeeCON Krakow 2018 edition
"gRPC vs REST: let the battle begin!" GeeCON Krakow 2018 edition"gRPC vs REST: let the battle begin!" GeeCON Krakow 2018 edition
"gRPC vs REST: let the battle begin!" GeeCON Krakow 2018 edition
 
"gRPC vs REST: let the battle begin!" OSCON 2018 edition
"gRPC vs REST: let the battle begin!" OSCON 2018 edition"gRPC vs REST: let the battle begin!" OSCON 2018 edition
"gRPC vs REST: let the battle begin!" OSCON 2018 edition
 
Building Event-Driven (Micro) Services with Apache Kafka
Building Event-Driven (Micro) Services with Apache KafkaBuilding Event-Driven (Micro) Services with Apache Kafka
Building Event-Driven (Micro) Services with Apache Kafka
 
Lies you have been told about REST
Lies you have been told about RESTLies you have been told about REST
Lies you have been told about REST
 
2018 Madrid JUG Deconstructing REST Security
2018 Madrid JUG Deconstructing REST Security2018 Madrid JUG Deconstructing REST Security
2018 Madrid JUG Deconstructing REST Security
 
2017 Devoxx MA Deconstructing and Evolving REST Security
2017 Devoxx MA Deconstructing and Evolving REST Security2017 Devoxx MA Deconstructing and Evolving REST Security
2017 Devoxx MA Deconstructing and Evolving REST Security
 
2018 Boulder JUG Deconstructing and Evolving REST Security
2018 Boulder JUG Deconstructing and Evolving REST Security2018 Boulder JUG Deconstructing and Evolving REST Security
2018 Boulder JUG Deconstructing and Evolving REST Security
 
2018 jPrime Deconstructing and Evolving REST Security
2018 jPrime Deconstructing and Evolving REST Security2018 jPrime Deconstructing and Evolving REST Security
2018 jPrime Deconstructing and Evolving REST Security
 
Serverless and serverfull - where microservices compliments serverless
Serverless and serverfull - where microservices compliments serverlessServerless and serverfull - where microservices compliments serverless
Serverless and serverfull - where microservices compliments serverless
 
Redesigning the Netflix API - OSCON
Redesigning the Netflix API - OSCONRedesigning the Netflix API - OSCON
Redesigning the Netflix API - OSCON
 
2018 IterateConf Deconstructing and Evolving REST Security
2018 IterateConf Deconstructing and Evolving REST Security2018 IterateConf Deconstructing and Evolving REST Security
2018 IterateConf Deconstructing and Evolving REST Security
 
HowYourAPIBeMyAPI
HowYourAPIBeMyAPIHowYourAPIBeMyAPI
HowYourAPIBeMyAPI
 
Ibm_interconnect_restapi_workshop
Ibm_interconnect_restapi_workshopIbm_interconnect_restapi_workshop
Ibm_interconnect_restapi_workshop
 
Day 2 Kubernetes - Tools for Operability (HashiConf)
Day 2 Kubernetes - Tools for Operability (HashiConf)Day 2 Kubernetes - Tools for Operability (HashiConf)
Day 2 Kubernetes - Tools for Operability (HashiConf)
 
apidays LIVE Australia 2020 - From micro to macro-coordination through domain...
apidays LIVE Australia 2020 - From micro to macro-coordination through domain...apidays LIVE Australia 2020 - From micro to macro-coordination through domain...
apidays LIVE Australia 2020 - From micro to macro-coordination through domain...
 
Building Serverless applications with Python
Building Serverless applications with PythonBuilding Serverless applications with Python
Building Serverless applications with Python
 
OWASPAPISecurity
OWASPAPISecurityOWASPAPISecurity
OWASPAPISecurity
 
@Dissidentbot: dissent will be automated!
@Dissidentbot: dissent will be automated!@Dissidentbot: dissent will be automated!
@Dissidentbot: dissent will be automated!
 

More from Alex Borysov

CloudExpo Frankfurt 2023 "Break me if you can: practical guide to building fa...
CloudExpo Frankfurt 2023 "Break me if you can: practical guide to building fa...CloudExpo Frankfurt 2023 "Break me if you can: practical guide to building fa...
CloudExpo Frankfurt 2023 "Break me if you can: practical guide to building fa...
Alex Borysov
 
Devoxx Belgium 2022 gRPC Cornerstone: HTTP/2… or HTTP/3?
Devoxx Belgium 2022 gRPC Cornerstone: HTTP/2… or HTTP/3?Devoxx Belgium 2022 gRPC Cornerstone: HTTP/2… or HTTP/3?
Devoxx Belgium 2022 gRPC Cornerstone: HTTP/2… or HTTP/3?
Alex Borysov
 
Cloud Expo Europe 2022 "Break me if you can: practical guide to building faul...
Cloud Expo Europe 2022 "Break me if you can: practical guide to building faul...Cloud Expo Europe 2022 "Break me if you can: practical guide to building faul...
Cloud Expo Europe 2022 "Break me if you can: practical guide to building faul...
Alex Borysov
 
DevNexus 2020 "Break me if you can: practical guide to building fault-toleran...
DevNexus 2020 "Break me if you can: practical guide to building fault-toleran...DevNexus 2020 "Break me if you can: practical guide to building fault-toleran...
DevNexus 2020 "Break me if you can: practical guide to building fault-toleran...
Alex Borysov
 
"gRPC-Web: It’s All About Communication": Devoxx Belgium 2019
"gRPC-Web: It’s All About Communication": Devoxx Belgium 2019"gRPC-Web: It’s All About Communication": Devoxx Belgium 2019
"gRPC-Web: It’s All About Communication": Devoxx Belgium 2019
Alex Borysov
 
"gRPC-Web: It’s All About Communication": Devoxx Ukraine 2019
"gRPC-Web: It’s All About Communication": Devoxx Ukraine 2019"gRPC-Web: It’s All About Communication": Devoxx Ukraine 2019
"gRPC-Web: It’s All About Communication": Devoxx Ukraine 2019
Alex Borysov
 
"gRPC-Web: It’s All About Communication": Devoxx Ukraine 2019
"gRPC-Web:  It’s All About Communication": Devoxx Ukraine 2019"gRPC-Web:  It’s All About Communication": Devoxx Ukraine 2019
"gRPC-Web: It’s All About Communication": Devoxx Ukraine 2019
Alex Borysov
 
OSCON 2019 "Break me if you can: practical guide to building fault-tolerant s...
OSCON 2019 "Break me if you can: practical guide to building fault-tolerant s...OSCON 2019 "Break me if you can: practical guide to building fault-tolerant s...
OSCON 2019 "Break me if you can: practical guide to building fault-tolerant s...
Alex Borysov
 
Devoxx Ukraine 2018 "Break me if you can: practical guide to building fault-t...
Devoxx Ukraine 2018 "Break me if you can: practical guide to building fault-t...Devoxx Ukraine 2018 "Break me if you can: practical guide to building fault-t...
Devoxx Ukraine 2018 "Break me if you can: practical guide to building fault-t...
Alex Borysov
 
Break me if you can: practical guide to building fault-tolerant systems (with...
Break me if you can: practical guide to building fault-tolerant systems (with...Break me if you can: practical guide to building fault-tolerant systems (with...
Break me if you can: practical guide to building fault-tolerant systems (with...
Alex Borysov
 
"Enabling Googley microservices with gRPC" Riga DevDays 2018 edition
"Enabling Googley microservices with gRPC" Riga DevDays 2018 edition"Enabling Googley microservices with gRPC" Riga DevDays 2018 edition
"Enabling Googley microservices with gRPC" Riga DevDays 2018 edition
Alex Borysov
 
"Enabling Googley microservices with gRPC" VoxxedDays Minsk edition
"Enabling Googley microservices with gRPC" VoxxedDays Minsk edition"Enabling Googley microservices with gRPC" VoxxedDays Minsk edition
"Enabling Googley microservices with gRPC" VoxxedDays Minsk edition
Alex Borysov
 
"Enabling Googley microservices with gRPC" at JDK.IO 2017
"Enabling Googley microservices with gRPC" at JDK.IO 2017"Enabling Googley microservices with gRPC" at JDK.IO 2017
"Enabling Googley microservices with gRPC" at JDK.IO 2017
Alex Borysov
 
"Enabling Googley microservices with gRPC" at JEEConf 2017
"Enabling Googley microservices with gRPC" at JEEConf 2017"Enabling Googley microservices with gRPC" at JEEConf 2017
"Enabling Googley microservices with gRPC" at JEEConf 2017
Alex Borysov
 
"Enabling Googley microservices with gRPC." at Devoxx France 2017
"Enabling Googley microservices with gRPC." at Devoxx France 2017"Enabling Googley microservices with gRPC." at Devoxx France 2017
"Enabling Googley microservices with gRPC." at Devoxx France 2017
Alex Borysov
 
Enabling Googley microservices with HTTP/2 and gRPC.
Enabling Googley microservices with HTTP/2 and gRPC.Enabling Googley microservices with HTTP/2 and gRPC.
Enabling Googley microservices with HTTP/2 and gRPC.
Alex Borysov
 

More from Alex Borysov (16)

CloudExpo Frankfurt 2023 "Break me if you can: practical guide to building fa...
CloudExpo Frankfurt 2023 "Break me if you can: practical guide to building fa...CloudExpo Frankfurt 2023 "Break me if you can: practical guide to building fa...
CloudExpo Frankfurt 2023 "Break me if you can: practical guide to building fa...
 
Devoxx Belgium 2022 gRPC Cornerstone: HTTP/2… or HTTP/3?
Devoxx Belgium 2022 gRPC Cornerstone: HTTP/2… or HTTP/3?Devoxx Belgium 2022 gRPC Cornerstone: HTTP/2… or HTTP/3?
Devoxx Belgium 2022 gRPC Cornerstone: HTTP/2… or HTTP/3?
 
Cloud Expo Europe 2022 "Break me if you can: practical guide to building faul...
Cloud Expo Europe 2022 "Break me if you can: practical guide to building faul...Cloud Expo Europe 2022 "Break me if you can: practical guide to building faul...
Cloud Expo Europe 2022 "Break me if you can: practical guide to building faul...
 
DevNexus 2020 "Break me if you can: practical guide to building fault-toleran...
DevNexus 2020 "Break me if you can: practical guide to building fault-toleran...DevNexus 2020 "Break me if you can: practical guide to building fault-toleran...
DevNexus 2020 "Break me if you can: practical guide to building fault-toleran...
 
"gRPC-Web: It’s All About Communication": Devoxx Belgium 2019
"gRPC-Web: It’s All About Communication": Devoxx Belgium 2019"gRPC-Web: It’s All About Communication": Devoxx Belgium 2019
"gRPC-Web: It’s All About Communication": Devoxx Belgium 2019
 
"gRPC-Web: It’s All About Communication": Devoxx Ukraine 2019
"gRPC-Web: It’s All About Communication": Devoxx Ukraine 2019"gRPC-Web: It’s All About Communication": Devoxx Ukraine 2019
"gRPC-Web: It’s All About Communication": Devoxx Ukraine 2019
 
"gRPC-Web: It’s All About Communication": Devoxx Ukraine 2019
"gRPC-Web:  It’s All About Communication": Devoxx Ukraine 2019"gRPC-Web:  It’s All About Communication": Devoxx Ukraine 2019
"gRPC-Web: It’s All About Communication": Devoxx Ukraine 2019
 
OSCON 2019 "Break me if you can: practical guide to building fault-tolerant s...
OSCON 2019 "Break me if you can: practical guide to building fault-tolerant s...OSCON 2019 "Break me if you can: practical guide to building fault-tolerant s...
OSCON 2019 "Break me if you can: practical guide to building fault-tolerant s...
 
Devoxx Ukraine 2018 "Break me if you can: practical guide to building fault-t...
Devoxx Ukraine 2018 "Break me if you can: practical guide to building fault-t...Devoxx Ukraine 2018 "Break me if you can: practical guide to building fault-t...
Devoxx Ukraine 2018 "Break me if you can: practical guide to building fault-t...
 
Break me if you can: practical guide to building fault-tolerant systems (with...
Break me if you can: practical guide to building fault-tolerant systems (with...Break me if you can: practical guide to building fault-tolerant systems (with...
Break me if you can: practical guide to building fault-tolerant systems (with...
 
"Enabling Googley microservices with gRPC" Riga DevDays 2018 edition
"Enabling Googley microservices with gRPC" Riga DevDays 2018 edition"Enabling Googley microservices with gRPC" Riga DevDays 2018 edition
"Enabling Googley microservices with gRPC" Riga DevDays 2018 edition
 
"Enabling Googley microservices with gRPC" VoxxedDays Minsk edition
"Enabling Googley microservices with gRPC" VoxxedDays Minsk edition"Enabling Googley microservices with gRPC" VoxxedDays Minsk edition
"Enabling Googley microservices with gRPC" VoxxedDays Minsk edition
 
"Enabling Googley microservices with gRPC" at JDK.IO 2017
"Enabling Googley microservices with gRPC" at JDK.IO 2017"Enabling Googley microservices with gRPC" at JDK.IO 2017
"Enabling Googley microservices with gRPC" at JDK.IO 2017
 
"Enabling Googley microservices with gRPC" at JEEConf 2017
"Enabling Googley microservices with gRPC" at JEEConf 2017"Enabling Googley microservices with gRPC" at JEEConf 2017
"Enabling Googley microservices with gRPC" at JEEConf 2017
 
"Enabling Googley microservices with gRPC." at Devoxx France 2017
"Enabling Googley microservices with gRPC." at Devoxx France 2017"Enabling Googley microservices with gRPC." at Devoxx France 2017
"Enabling Googley microservices with gRPC." at Devoxx France 2017
 
Enabling Googley microservices with HTTP/2 and gRPC.
Enabling Googley microservices with HTTP/2 and gRPC.Enabling Googley microservices with HTTP/2 and gRPC.
Enabling Googley microservices with HTTP/2 and gRPC.
 

Recently uploaded

Calgary MuleSoft Meetup APM and IDP .pptx
Calgary MuleSoft Meetup APM and IDP .pptxCalgary MuleSoft Meetup APM and IDP .pptx
Calgary MuleSoft Meetup APM and IDP .pptx
ishalveerrandhawa1
 
UiPath Community Day Kraków: Devs4Devs Conference
UiPath Community Day Kraków: Devs4Devs ConferenceUiPath Community Day Kraków: Devs4Devs Conference
UiPath Community Day Kraków: Devs4Devs Conference
UiPathCommunity
 
STKI Israeli Market Study 2024 final v1
STKI Israeli Market Study 2024 final  v1STKI Israeli Market Study 2024 final  v1
STKI Israeli Market Study 2024 final v1
Dr. Jimmy Schwarzkopf
 
The Rise of Supernetwork Data Intensive Computing
The Rise of Supernetwork Data Intensive ComputingThe Rise of Supernetwork Data Intensive Computing
The Rise of Supernetwork Data Intensive Computing
Larry Smarr
 
How to Avoid Learning the Linux-Kernel Memory Model
How to Avoid Learning the Linux-Kernel Memory ModelHow to Avoid Learning the Linux-Kernel Memory Model
How to Avoid Learning the Linux-Kernel Memory Model
ScyllaDB
 
Quality Patents: Patents That Stand the Test of Time
Quality Patents: Patents That Stand the Test of TimeQuality Patents: Patents That Stand the Test of Time
Quality Patents: Patents That Stand the Test of Time
Aurora Consulting
 
Fluttercon 2024: Showing that you care about security - OpenSSF Scorecards fo...
Fluttercon 2024: Showing that you care about security - OpenSSF Scorecards fo...Fluttercon 2024: Showing that you care about security - OpenSSF Scorecards fo...
Fluttercon 2024: Showing that you care about security - OpenSSF Scorecards fo...
Chris Swan
 
INDIAN AIR FORCE FIGHTER PLANES LIST.pdf
INDIAN AIR FORCE FIGHTER PLANES LIST.pdfINDIAN AIR FORCE FIGHTER PLANES LIST.pdf
INDIAN AIR FORCE FIGHTER PLANES LIST.pdf
jackson110191
 
Quantum Communications Q&A with Gemini LLM
Quantum Communications Q&A with Gemini LLMQuantum Communications Q&A with Gemini LLM
Quantum Communications Q&A with Gemini LLM
Vijayananda Mohire
 
GDG Cloud Southlake #34: Neatsun Ziv: Automating Appsec
GDG Cloud Southlake #34: Neatsun Ziv: Automating AppsecGDG Cloud Southlake #34: Neatsun Ziv: Automating Appsec
GDG Cloud Southlake #34: Neatsun Ziv: Automating Appsec
James Anderson
 
20240702 QFM021 Machine Intelligence Reading List June 2024
20240702 QFM021 Machine Intelligence Reading List June 202420240702 QFM021 Machine Intelligence Reading List June 2024
20240702 QFM021 Machine Intelligence Reading List June 2024
Matthew Sinclair
 
HTTP Adaptive Streaming – Quo Vadis (2024)
HTTP Adaptive Streaming – Quo Vadis (2024)HTTP Adaptive Streaming – Quo Vadis (2024)
HTTP Adaptive Streaming – Quo Vadis (2024)
Alpen-Adria-Universität
 
Hire a private investigator to get cell phone records
Hire a private investigator to get cell phone recordsHire a private investigator to get cell phone records
Hire a private investigator to get cell phone records
HackersList
 
this resume for sadika shaikh bca student
this resume for sadika shaikh bca studentthis resume for sadika shaikh bca student
this resume for sadika shaikh bca student
SadikaShaikh7
 
Research Directions for Cross Reality Interfaces
Research Directions for Cross Reality InterfacesResearch Directions for Cross Reality Interfaces
Research Directions for Cross Reality Interfaces
Mark Billinghurst
 
Interaction Latency: Square's User-Centric Mobile Performance Metric
Interaction Latency: Square's User-Centric Mobile Performance MetricInteraction Latency: Square's User-Centric Mobile Performance Metric
Interaction Latency: Square's User-Centric Mobile Performance Metric
ScyllaDB
 
How RPA Help in the Transportation and Logistics Industry.pptx
How RPA Help in the Transportation and Logistics Industry.pptxHow RPA Help in the Transportation and Logistics Industry.pptx
How RPA Help in the Transportation and Logistics Industry.pptx
SynapseIndia
 
Pigging Solutions Sustainability brochure.pdf
Pigging Solutions Sustainability brochure.pdfPigging Solutions Sustainability brochure.pdf
Pigging Solutions Sustainability brochure.pdf
Pigging Solutions
 
“Intel’s Approach to Operationalizing AI in the Manufacturing Sector,” a Pres...
“Intel’s Approach to Operationalizing AI in the Manufacturing Sector,” a Pres...“Intel’s Approach to Operationalizing AI in the Manufacturing Sector,” a Pres...
“Intel’s Approach to Operationalizing AI in the Manufacturing Sector,” a Pres...
Edge AI and Vision Alliance
 
Data Protection in a Connected World: Sovereignty and Cyber Security
Data Protection in a Connected World: Sovereignty and Cyber SecurityData Protection in a Connected World: Sovereignty and Cyber Security
Data Protection in a Connected World: Sovereignty and Cyber Security
anupriti
 

Recently uploaded (20)

Calgary MuleSoft Meetup APM and IDP .pptx
Calgary MuleSoft Meetup APM and IDP .pptxCalgary MuleSoft Meetup APM and IDP .pptx
Calgary MuleSoft Meetup APM and IDP .pptx
 
UiPath Community Day Kraków: Devs4Devs Conference
UiPath Community Day Kraków: Devs4Devs ConferenceUiPath Community Day Kraków: Devs4Devs Conference
UiPath Community Day Kraków: Devs4Devs Conference
 
STKI Israeli Market Study 2024 final v1
STKI Israeli Market Study 2024 final  v1STKI Israeli Market Study 2024 final  v1
STKI Israeli Market Study 2024 final v1
 
The Rise of Supernetwork Data Intensive Computing
The Rise of Supernetwork Data Intensive ComputingThe Rise of Supernetwork Data Intensive Computing
The Rise of Supernetwork Data Intensive Computing
 
How to Avoid Learning the Linux-Kernel Memory Model
How to Avoid Learning the Linux-Kernel Memory ModelHow to Avoid Learning the Linux-Kernel Memory Model
How to Avoid Learning the Linux-Kernel Memory Model
 
Quality Patents: Patents That Stand the Test of Time
Quality Patents: Patents That Stand the Test of TimeQuality Patents: Patents That Stand the Test of Time
Quality Patents: Patents That Stand the Test of Time
 
Fluttercon 2024: Showing that you care about security - OpenSSF Scorecards fo...
Fluttercon 2024: Showing that you care about security - OpenSSF Scorecards fo...Fluttercon 2024: Showing that you care about security - OpenSSF Scorecards fo...
Fluttercon 2024: Showing that you care about security - OpenSSF Scorecards fo...
 
INDIAN AIR FORCE FIGHTER PLANES LIST.pdf
INDIAN AIR FORCE FIGHTER PLANES LIST.pdfINDIAN AIR FORCE FIGHTER PLANES LIST.pdf
INDIAN AIR FORCE FIGHTER PLANES LIST.pdf
 
Quantum Communications Q&A with Gemini LLM
Quantum Communications Q&A with Gemini LLMQuantum Communications Q&A with Gemini LLM
Quantum Communications Q&A with Gemini LLM
 
GDG Cloud Southlake #34: Neatsun Ziv: Automating Appsec
GDG Cloud Southlake #34: Neatsun Ziv: Automating AppsecGDG Cloud Southlake #34: Neatsun Ziv: Automating Appsec
GDG Cloud Southlake #34: Neatsun Ziv: Automating Appsec
 
20240702 QFM021 Machine Intelligence Reading List June 2024
20240702 QFM021 Machine Intelligence Reading List June 202420240702 QFM021 Machine Intelligence Reading List June 2024
20240702 QFM021 Machine Intelligence Reading List June 2024
 
HTTP Adaptive Streaming – Quo Vadis (2024)
HTTP Adaptive Streaming – Quo Vadis (2024)HTTP Adaptive Streaming – Quo Vadis (2024)
HTTP Adaptive Streaming – Quo Vadis (2024)
 
Hire a private investigator to get cell phone records
Hire a private investigator to get cell phone recordsHire a private investigator to get cell phone records
Hire a private investigator to get cell phone records
 
this resume for sadika shaikh bca student
this resume for sadika shaikh bca studentthis resume for sadika shaikh bca student
this resume for sadika shaikh bca student
 
Research Directions for Cross Reality Interfaces
Research Directions for Cross Reality InterfacesResearch Directions for Cross Reality Interfaces
Research Directions for Cross Reality Interfaces
 
Interaction Latency: Square's User-Centric Mobile Performance Metric
Interaction Latency: Square's User-Centric Mobile Performance MetricInteraction Latency: Square's User-Centric Mobile Performance Metric
Interaction Latency: Square's User-Centric Mobile Performance Metric
 
How RPA Help in the Transportation and Logistics Industry.pptx
How RPA Help in the Transportation and Logistics Industry.pptxHow RPA Help in the Transportation and Logistics Industry.pptx
How RPA Help in the Transportation and Logistics Industry.pptx
 
Pigging Solutions Sustainability brochure.pdf
Pigging Solutions Sustainability brochure.pdfPigging Solutions Sustainability brochure.pdf
Pigging Solutions Sustainability brochure.pdf
 
“Intel’s Approach to Operationalizing AI in the Manufacturing Sector,” a Pres...
“Intel’s Approach to Operationalizing AI in the Manufacturing Sector,” a Pres...“Intel’s Approach to Operationalizing AI in the Manufacturing Sector,” a Pres...
“Intel’s Approach to Operationalizing AI in the Manufacturing Sector,” a Pres...
 
Data Protection in a Connected World: Sovereignty and Cyber Security
Data Protection in a Connected World: Sovereignty and Cyber SecurityData Protection in a Connected World: Sovereignty and Cyber Security
Data Protection in a Connected World: Sovereignty and Cyber Security
 

gRPC vs REST: let the battle begin!