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class FizzBuzzTest {
@Test
void fizzbuzz_1() {
assertThat(fizzbuzz(1))
.isEqualTo("1");
}
@Test
void fizzbuzz_3() {
assertThat(fizzbuzz(3))
.isEqualTo("Fizz");
}
@Test
void fizzbuzz_5() {
assertThat(fizzbuzz(5))
.isEqualTo("Buzz");
}
@Test
void fizzbuzz_15() {
assertThat(fizzbuzz(15))
.isEqualTo("FizzBuzz");
}
}
class FizzBuzzTest {
@Test
void fizzbuzz_1() {
assertThat(fizzbuzz(1))
.isEqualTo("1");
}
// …
}
class FizzBuzzTest {
@Test
void fizzbuzz_1() {
assertThat(fizzbuzz(1))
.isEqualTo("1");
}
@Test
void fizzbuzz_2() {
assertThat(fizzbuzz(2))
.isEqualTo("2");
}
@Test
void fizzbuzz_4() {
assertThat(fizzbuzz(4))
.isEqualTo("4");
}
@Test
void fizzbuzz_7() {
assertThat(fizzbuzz(7))
.isEqualTo("7");
}
// …
}
class FizzBuzzTest {
@ParameterizedTest(name = "fizzbuzz({0})")
@ValueSource(ints = {1, 2, 4, 7, 8, 11, 13, 14})
void fizzbuzz_not_divisible_by_3_or_5(int notBy3Or5) {
assertThat(fizzbuzz(notBy3Or5))
.isEqualTo(String.valueOf(notBy3Or5));
}
@Test
void fizzbuzz_1() {
assertThat(fizzbuzz(1))
.isEqualTo("1");
}
@Test
void fizzbuzz_2() {
assertThat(fizzbuzz(2))
.isEqualTo("2");
}
@Test
void fizzbuzz_4() {
assertThat(fizzbuzz(4))
.isEqualTo("4");
}
@Test
void fizzbuzz_7() {
assertThat(fizzbuzz(7))
.isEqualTo("7");
}
// …
}
class FizzBuzzTest {
@ParameterizedTest(name = "fizzbuzz({0})")
@ValueSource(ints = {1, 2, 4, 7, 8, 11, 13, 14})
void fizzbuzz_not_divisible_by_3_or_5(int notBy3Or5) {
assertThat(fizzbuzz(notBy3Or5))
.isEqualTo(String.valueOf(notBy3Or5));
}
// …
}
class FizzBuzzTest {
@ParameterizedTest(name = "fizzbuzz({0})")
@ValueSource(ints = {1, 2, 4, 7, 8, 11, 13, 14})
void fizzbuzz_not_divisible_by_3_or_5(int notBy3Or5) {
assertThat(fizzbuzz(notBy3Or5))
.isEqualTo(String.valueOf(notBy3Or5));
}
@ParameterizedTest(name = "fizzbuzz({0})")
@ValueSource(ints = {3, 6, 9, 12, 18, 21, 24, 27})
void fizzbuzz_divisible_by_3(int divisibleBy3) {
assertThat(fizzbuzz(divisibleBy3))
.isEqualTo("Fizz");
}
@ParameterizedTest(name = "fizzbuzz({0})")
@ValueSource(ints = {5, 10, 20, 25, 35, 40, 50, 55})
void fizzbuzz_divisible_by_5(int divisibleBy5) {
assertThat(fizzbuzz(divisibleBy5))
.isEqualTo("Buzz");
}
@ParameterizedTest(name = "fizzbuzz({0})")
@ValueSource(ints = {15, 30, 45, 60, 75, 90, 105, 120})
void fizzbuzz_divisible_by_3_and_5(int divisibleBy3And5) {
assertThat(fizzbuzz(divisibleBy3And5))
.isEqualTo("FizzBuzz");
}
}
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I propose to properly test properties
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class FizzBuzzTest {
@ParameterizedTest(name = "fizzbuzz({0})")
@ValueSource(ints = {1, 2, 4, 7, 8, 11, 13, 14})
void fizzbuzz_not_divisible_by_3_or_5(int notBy3Or5) {
assertThat(fizzbuzz(notBy3Or5))
.isEqualTo(String.valueOf(notBy3Or5));
}
@ParameterizedTest(name = "fizzbuzz({0})")
@ValueSource(ints = {3, 6, 9, 12, 18, 21, 24, 27})
void fizzbuzz_divisible_by_3(int divisibleBy3) {
assertThat(fizzbuzz(divisibleBy3))
.isEqualTo("Fizz");
}
@ParameterizedTest(name = "fizzbuzz({0})")
@ValueSource(ints = {5, 10, 20, 25, 35, 40, 50, 55})
void fizzbuzz_divisible_by_5(int divisibleBy5) {
assertThat(fizzbuzz(divisibleBy5))
.isEqualTo("Buzz");
}
@ParameterizedTest(name = "fizzbuzz({0})")
@ValueSource(ints = {15, 30, 45, 60, 75, 90, 105, 120})
void fizzbuzz_divisible_by_3_and_5(int divisibleBy3And5) {
assertThat(fizzbuzz(divisibleBy3And5))
.isEqualTo("FizzBuzz");
}
}
class FizzBuzzTest {
// …
@ParameterizedTest(name = "fizzbuzz({0})")
@ValueSource(ints = {3, 6, 9, 12, 18, 21, 24, 27})
void fizzbuzz_divisible_by_3(int divisibleBy3) {
assertThat(fizzbuzz(divisibleBy3))
.isEqualTo("Fizz");
}
// …
}
class FizzBuzzTest {
// …
@Property
void fizzbuzz_divisible_by_3_property(@ForAll("divisibleBy3") int divisibleBy3) {
assertThat(fizzbuzz(divisibleBy3))
.isEqualTo("Fizz");
}
@Provide
Arbitrary<Integer> divisibleBy3() {
return Arbitraries
.integers()
.filter(i -> i % 3 == 0 && i % 5 != 0);
}
@ParameterizedTest(name = "fizzbuzz({0})")
@ValueSource(ints = {3, 6, 9, 12, 18, 21, 24, 27})
void fizzbuzz_divisible_by_3(int divisibleBy3) {
assertThat(fizzbuzz(divisibleBy3))
.isEqualTo("Fizz");
}
// …
}
class FizzBuzzTest {
// …
@Property
void fizzbuzz_divisible_by_3(@ForAll("divisibleBy3") int divisibleBy3) {
assertThat(fizzbuzz(divisibleBy3))
.isEqualTo("Fizz");
}
@Provide
Arbitrary<Integer> divisibleBy3() {
return Arbitraries
.integers()
.filter(i -> i % 3 == 0 && i % 5 != 0);
}
// …
}
timestamp = 2024-07-16T09:50:25.850958, PropertyBasedTest:fizzbuzz divisible by 3 =
|-----------------------jqwik-----------------------
tries = 1000 | # of calls to property
checks = 1000 | # of not rejected calls
generation = RANDOMIZED | parameters are randomly generated
after-failure = SAMPLE_FIRST | try previously failed sample, then previous seed
when-fixed-seed = ALLOW | fixing the random seed is allowed
edge-cases#mode = MIXIN | edge cases are mixed in
edge-cases#total = 1 | # of all combined edge cases
edge-cases#tried = 1 | # of edge cases tried in current run
seed = 7192800264771943696 | random seed to reproduce generated values
class FizzBuzzTest {
// …
@Property
void fizzbuzz_divisible_by_3(@ForAll("divisibleBy3") int divisibleBy3) {
assertThat(fizzbuzz(divisibleBy3))
.isEqualTo("Fizz");
}
@Provide
Arbitrary<Integer> divisibleBy3() {
return Arbitraries
.integers()
.filter(i -> i % 3 == 0 && i % 5 != 0);
}
@Property
void fizzbuzz_divisible_by_5(@ForAll("divisibleBy5") int divisibleBy5) {
assertThat(fizzbuzz(divisibleBy5))
.isEqualTo("Buzz");
}
@Provide
Arbitrary<Integer> divisibleBy5() {
return Arbitraries
.integers()
.filter(i -> i % 3 != 0 && i % 5 == 0);
}
// …
}
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record Address(
String id,
String firstName,
String lastName,
String streetName,
String houseNumber,
String city,
String country,
String phone,
String latitude,
String longitude,
String email,
String postalCode
) {}
record Order(
String id,
int version,
List<Item> items,
List<Coupon> coupons,
LocalDateTime orderTimeStamp,
LocalDate deliveryDate,
List<Price> shippingCost,
Customer customer,
Address shippingAddress,
Address billingAddress
) {}
record Item(
String id,
String name,
int amount,
Price price
) {}
record Coupon(
String id,
String description,
int reducedRateInPercentage
) {}
record Price(
int value,
String monetaryUnit,
String currency
) {}
record Customer(
String id,
String firstName,
String lastName
) {}
class AssertionTest {
@Test
void assertionTest() throws JsonProcessingException {
String orderId = "someOrderId";
ShopOrder order = aDefaultOrder(orderId);
anOrderWasProcessed(order);
// then
JsonNode result = jsonMapper.readTree(callRestEndpoint(orderId));
assertThat(result.get("id").asText()).isEqualTo("someOrderId");
assertThat(result.get("version").asText()).isEqualTo("1");
JsonNode item = result.get("items").get(0);
assertThat(item.get("id").asText()).isEqualTo("someItemId");
assertThat(item.get("name").asText()).isEqualTo("ATD 3 Conf. Days");
assertThat(item.get("amount").asText()).isEqualTo("2");
JsonNode itemPrice = item.get("price");
assertThat(itemPrice.get("value").asText()).isEqualTo("225000");
assertThat(itemPrice.get("monetaryUnit").asText()).isEqualTo("cent");
assertThat(itemPrice.get("currency").asText()).isEqualTo("EUR");
JsonNode coupon = result.get("coupons").get(0);
assertThat(coupon.get("id").asText()).isEqualTo("someCouponId");
assertThat(coupon.get("description").asText()).isEqualTo("Speaker Coupon");
assertThat(coupon.get("reducedRateInPercentage").asText()).isEqualTo("100");
JsonNode orderTimeStamp = result.get("orderTimeStamp");
assertThat(orderTimeStamp.get(0).asInt()).isEqualTo(2024);
assertThat(orderTimeStamp.get(1).asInt()).isEqualTo(7);
assertThat(orderTimeStamp.get(2).asInt()).isEqualTo(19);
assertThat(orderTimeStamp.get(3).asInt()).isEqualTo(11);
assertThat(orderTimeStamp.get(4).asInt()).isEqualTo(45);
JsonNode deliveryDate = result.get("deliveryDate");
assertThat(deliveryDate.get(0).asInt()).isEqualTo(2024);
assertThat(deliveryDate.get(1).asInt()).isEqualTo(11);
assertThat(deliveryDate.get(2).asInt()).isEqualTo(22);
JsonNode shippingCost = result.get("shippingCost").get(0);
assertThat(shippingCost.get("value").asText()).isEqualTo("500");
assertThat(shippingCost.get("monetaryUnit").asText()).isEqualTo("cent");
assertThat(shippingCost.get("currency").asText()).isEqualTo("EUR");
JsonNode customer = result.get("customer");
assertThat(customer.get("id").asText()).isEqualTo("someCustomerId");
assertThat(customer.get("firstName").asText()).isEqualTo("REWE");
assertThat(customer.get("lastName").asText()).isEqualTo("Digital");
JsonNode shippingAddress = result.get("shippingAddress");
assertThat(shippingAddress.get("id").asText()).isEqualTo("someShippingAddressId");
assertThat(shippingAddress.get("firstName").asText()).isEqualTo("Janina");
assertThat(shippingAddress.get("lastName").asText()).isEqualTo("Nemec");
assertThat(shippingAddress.get("streetName").asText()).isEqualTo("Schanzenstr.");
assertThat(shippingAddress.get("houseNumber").asText()).isEqualTo("6-20");
assertThat(shippingAddress.get("postalCode").asText()).isEqualTo("51063");
assertThat(shippingAddress.get("city").asText()).isEqualTo("Köln");
assertThat(shippingAddress.get("country").asText()).isEqualTo("Deutschland");
assertThat(shippingAddress.get("phone").asText()).isEqualTo("0221 9758420");
assertThat(shippingAddress.get("latitude").asText()).isEqualTo("50.96490882194811");
assertThat(shippingAddress.get("longitude").asText()).isEqualTo("7.014472855463499");
assertThat(shippingAddress.get("email").asText()).isEqualTo("kontakt@rewe-digital.com");
JsonNode billingAddress = result.get("billingAddress");
assertThat(billingAddress.get("id").asText()).isEqualTo("someBillingAddressId");
assertThat(billingAddress.get("firstName").asText()).isEqualTo("Micha");
assertThat(billingAddress.get("lastName").asText()).isEqualTo("Kutz");
assertThat(billingAddress.get("streetName").asText()).isEqualTo("Domstr.");
assertThat(billingAddress.get("houseNumber").asText()).isEqualTo("20");
assertThat(billingAddress.get("postalCode").asText()).isEqualTo("50668");
assertThat(billingAddress.get("city").asText()).isEqualTo("Köln");
assertThat(billingAddress.get("country").asText()).isEqualTo("Deutschland");
assertThat(billingAddress.get("phone").asText()).isEqualTo("+49 221 1490");
assertThat(billingAddress.get("latitude").asText()).isEqualTo("50.94603935915518");
assertThat(billingAddress.get("longitude").asText()).isEqualTo("6.959302840118697");
assertThat(billingAddress.get("email").asText()).isEqualTo("info@rewe-group.com");
}
}
record Address(
String id,
String firstName,
String lastName,
String streetName,
String houseNumber,
String city,
String country,
String phone,
String latitude,
String longitude,
String email,
String postalCode
) {}
record Order(
String id,
int version,
List<Item> items,
List<Coupon> coupons,
LocalDateTime orderTimeStamp,
LocalDate deliveryDate,
List<Price> shippingCost,
Customer customer,
Address shippingAddress,
Address billingAddress
) {}
record Item(
String id,
String name,
int amount,
Price price
) {}
record Coupon(
String id,
String description,
int reducedRateInPercentage
) {}
record Price(
int value,
String monetaryUnit,
String currency
) {}
record Customer(
String id,
String firstName,
String lastName
) {}
class AddressAssertionTest {
@Test
void assertionTest() throws JsonProcessingException {
String orderId = "someOrderId";
ShopOrder shopOrder = anyOrder(orderId)
.billingAddress(anAddress()
.id("someBillingAddressId")
.firstName("Micha").lastName("Kutz")
.streetName("Domstr.").houseNumber("20")
.postalCode("50668").city("Köln").country("Deutschland")
.phone("+49 221 1490").email("info@rewe-group.com").build()
).build();
anOrderWasProcessed(shopOrder);
JsonNode result = jsonMapper.readTree(callRestEndpointForBillingAddress(orderId));
assertThat(result.get("id").asText()).isEqualTo("someBillingAddressId");
assertThat(result.get("firstName").asText()).isEqualTo("Micha");
assertThat(result.get("lastName").asText()).isEqualTo("Kutz");
assertThat(result.get("streetName").asText()).isEqualTo("Domstr.");
assertThat(result.get("houseNumber").asText()).isEqualTo("20");
assertThat(result.get("postalCode").asText()).isEqualTo("50668");
assertThat(result.get("city").asText()).isEqualTo("Köln");
assertThat(result.get("country").asText()).isEqualTo("Deutschland");
assertThat(result.get("phone").asText()).isEqualTo("+49 221 1490");
assertThat(result.get("latitude").asText()).isEqualTo("50.94603935915518");
assertThat(result.get("longitude").asText()).isEqualTo("6.959302840118697");
assertThat(result.get("email").asText()).isEqualTo("info@rewe-group.com");
}
}
class AddressAssertionTest {
@Test
void assertionTest() throws JsonProcessingException {
String orderId = "someOrderId";
ShopOrder shopOrder = anyOrder(orderId)
.billingAddress(anAddress()
.id("someBillingAddressId")
.firstName("Micha").lastName("Kutz")
.streetName("Domstr.").houseNumber("20")
.postalCode("50668").city("Köln").country("Deutschland")
.phone("+49 221 1490").email("info@rewe-group.com").build()
).build();
anOrderWasProcessed(shopOrder);
JsonNode result = jsonMapper.readTree(callRestEndpointForBillingAddress(orderId));
assertThat(result.get("id").asText()).isEqualTo("someBillingAddressId");
assertThat(result.get("firstName").asText()).isEqualTo("Micha");
assertThat(result.get("lastName").asText()).isEqualTo("Kutz");
assertThat(result.get("streetName").asText()).isEqualTo("Domstr.");
assertThat(result.get("houseNumber").asText()).isEqualTo("20");
assertThat(result.get("postalCode").asText()).isEqualTo("50668");
assertThat(result.get("city").asText()).isEqualTo("Köln");
assertThat(result.get("country").asText()).isEqualTo("Deutschland");
assertThat(result.get("phone").asText()).isEqualTo("+49 221 1490");
assertThat(result.get("email").asText()).isEqualTo("info@rewe-group.com");
}
}
{
"id": "someBillingAddressId",
"firstName": "Micha",
"lastName": "Kutz",
"streetName": "Domstr.",
"houseNumber": "20",
"city": "Köln",
"country": "Deutschland",
"phone": "+49 221 1490",
"latitude": "50.94603935915518",
"longitude": "6.959302840118697",
"email": "info@rewe-group.com",
"postalCode": "50668"
}
{
"id": "someBillingAddressId",
"firstName": "Micha",
"lastName": "Kutz",
"streetName": "Domstr.",
"houseNumber": "20",
"city": "Köln",
"country": "Deutschland",
"phone": "+49 221 1490",
"email": "info@rewe-group.com",
"postalCode": "50668"
}
class AddressAssertionTest {
@Test
void assertionTest() throws JsonProcessingException {
String orderId = "someOrderId";
ShopOrder shopOrder = anyOrder(orderId)
.billingAddress(anAddress()
.id("someBillingAddressId")
.firstName("Micha").lastName("Kutz")
.streetName("Domstr.").houseNumber("20")
.postalCode("50668").city("Köln").country("Deutschland")
.phone("+49 221 1490").email("info@rewe-group.com").build()
).build();
anOrderWasProcessed(shopOrder);
JsonNode result = jsonMapper.readTree(callRestEndpointForBillingAddress(orderId));
assertThat(result.get("id").asText()).isEqualTo("someBillingAddressId");
assertThat(result.get("firstName").asText()).isEqualTo("Micha");
assertThat(result.get("lastName").asText()).isEqualTo("Kutz");
assertThat(result.get("streetName").asText()).isEqualTo("Domstr.");
assertThat(result.get("houseNumber").asText()).isEqualTo("20");
assertThat(result.get("postalCode").asText()).isEqualTo("50668");
assertThat(result.get("city").asText()).isEqualTo("Köln");
assertThat(result.get("country").asText()).isEqualTo("Deutschland");
assertThat(result.get("phone").asText()).isEqualTo("+49 221 1490");
assertThat(result.get("latitude").asText()).isEqualTo("50.94603935915518");
assertThat(result.get("longitude").asText()).isEqualTo("6.959302840118697");
assertThat(result.get("email").asText()).isEqualTo("info@rewe-group.com");
}
}
class AddressAssertionTest {
@Test
void assertionTest() throws JsonProcessingException {
String orderId = "someOrderId";
ShopOrder shopOrder = anyOrder(orderId)
.billingAddress(anAddress()
.id("someBillingAddressId")
.firstName("Micha").lastName("Kutz")
.streetName("Domstr.").houseNumber("20")
.postalCode("50668").city("Köln").country("Deutschland")
.phone("+49 221 1490").email("info@rewe-group.com").build()
).build();
anOrderWasProcessed(shopOrder);
JsonApprovals.verifyJson(callRestEndpointForBillingAddress(orderId));
}
}
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class FizzBuzzTest {
@Test
void fizzbuzz_1() {
assertThat(fizzbuzz(1)).isEqualTo("1");
}
@Test
void fizzbuzz_3() {
assertThat(fizzbuzz(3)).isEqualTo("Fizz");
}
@Test
void fizzbuzz_5() {
assertThat(fizzbuzz(5)).isEqualTo("Buzz");
}
}
$ ./gradlew pitest
class FizzBuzzTest {
@Test
void fizzbuzz_1() {
assertThat(fizzbuzz(1)).isEqualTo("1");
}
@Test
void fizzbuzz_3() {
assertThat(fizzbuzz(3)).isEqualTo("Fizz");
}
@Test
void fizzbuzz_5() {
assertThat(fizzbuzz(5)).isEqualTo("Buzz");
}
}
$ ./gradlew pitest
…
================================================================================
- Statistics
================================================================================
>> Line Coverage (for mutated classes only): 5/5 (100%)
>> Generated 10 mutations Killed 8 (80%)
>> Mutations with no coverage 1. Test strength 89%
>> Ran 11 tests (1.1 tests per mutation)
class FizzBuzzTest {
@Test
void fizzbuzz_1() {
assertThat(fizzbuzz(1)).isEqualTo("1");
}
@Test
void fizzbuzz_3() {
assertThat(fizzbuzz(3)).isEqualTo("Fizz");
}
@Test
void fizzbuzz_5() {
assertThat(fizzbuzz(5)).isEqualTo("Buzz");
}
}
class FizzBuzzTest {
@Test
void fizzbuzz_1() {
assertThat(fizzbuzz(1)).isEqualTo("1");
}
@Test
void fizzbuzz_3() {
assertThat(fizzbuzz(3)).isEqualTo("Fizz");
}
@Test
void fizzbuzz_5() {
assertThat(fizzbuzz(5)).isEqualTo("Buzz");
}
@Test
void fizzbuzz_15() {
assertThat(fizzbuzz(15)).isNotNull();
}
}
$ ./gradlew pitest
…
================================================================================
- Statistics
================================================================================
>> Line Coverage (for mutated classes only): 4/5 (80%)
>> Generated 10 mutations Killed 8 (80%)
>> Mutations with no coverage 0. Test strength 80%
>> Ran 13 tests (1.3 tests per mutation)
class FizzBuzzTest {
@Test
void fizzbuzz_1() {
assertThat(fizzbuzz(1)).isEqualTo("1");
}
@Test
void fizzbuzz_3() {
assertThat(fizzbuzz(3)).isEqualTo("Fizz");
}
@Test
void fizzbuzz_5() {
assertThat(fizzbuzz(5)).isEqualTo("Buzz");
}
@Test
void fizzbuzz_15() {
assertThat(fizzbuzz(15)).isNotNull();
}
}
class FizzBuzzTest {
@Test
void fizzbuzz_1() {
assertThat(fizzbuzz(1)).isEqualTo("1");
}
@Test
void fizzbuzz_3() {
assertThat(fizzbuzz(3)).isEqualTo("Fizz");
}
@Test
void fizzbuzz_5() {
assertThat(fizzbuzz(5)).isEqualTo("Buzz");
}
@Test
void fizzbuzz_15() {
assertThat(fizzbuzz(15)).isEqualTo("FizzBuzz");
}
}
$ ./gradlew pitest
…
================================================================================
- Statistics
================================================================================
>> Line Coverage (for mutated classes only): 4/5 (80%)
>> Generated 10 mutations Killed 10 (100%)
>> Mutations with no coverage 0. Test strength 100%
>> Ran 11 tests (1.1 tests per mutation)
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- Woody Zuill
Ensemble Testing
Plan
Understand
Value
Build
Application
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€ learn & improve
722-45173-38
€ works on my machine
€ early feedback
722-45173-387
€ canary testing
€ everyone suffers
€ ab-testing
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Throw in on production like it's 1999 :)
How is it related to testing?
Testing in production
Canary Testing
A/B-Testing
Plan
Understand
Value
Build
Application
Buyers also liked…
Energy Label
More insights
722-45173-387
€ a/b testing
€ delayed releases
€ canary releases
€ more values tested
722-45173-78
€ test duplication
€ fewer tests
€ one at a time
722-45173-728
€ find surprises late
€ refactor unit tests
€ see all differences
€ one verification
722-45173-28
€ long assertions
€ one at a time
722-45173-728
€ find surprises late
€ refactor unit tests
€ find missing cases
722-45173-68
€ untested code
€ create mutants
€ learn & improve
722-45173-38
€ works on my machine
€ early feedback
722-45173-387
€ a/b testing
€ delayed releases
€ canary releases