Initial commit: Complete Software Architecture course with 11 modules
- Added comprehensive course structure with 11 modules - Included theoretical content, practical examples, and tasks - Multi-language code examples (Java, Rust, Node.js, Python) - Detailed analysis of architectural approaches and trade-offs - Complete caching strategies documentation - Architecture examples from real-world systems (Twitter, Netflix, Uber) - Structured navigation and learning path - Ready for educational use
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# Шифрование и управление ключами
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## Навигация
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- [🏠 Главная страница курса](../../../README.md)
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- [📚 Модуль 6](../README.md)
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---
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## Типы шифрования
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### 1. Symmetric Encryption (Симметричное шифрование)
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**Симметричное шифрование** использует один ключ для шифрования и расшифровки данных.
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**Преимущества:**
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- Быстрое выполнение
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- Подходит для больших объемов данных
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- Простота реализации
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**Недостатки:**
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- Проблема распределения ключей
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- Сложность масштабирования
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**Технический пример - Advanced Encryption Service:**
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```java
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@Service
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public class SymmetricEncryptionService {
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private final SecretKey secretKey;
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private final String algorithm = "AES/GCM/NoPadding";
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private final int GCM_IV_LENGTH = 12;
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private final int GCM_TAG_LENGTH = 16;
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@Value("${encryption.key}")
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private String base64Key;
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public SymmetricEncryptionService() throws Exception {
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// Генерируем ключ из конфигурации или создаем новый
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if (base64Key != null && !base64Key.isEmpty()) {
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byte[] keyBytes = Base64.getDecoder().decode(base64Key);
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this.secretKey = new SecretKeySpec(keyBytes, "AES");
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} else {
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KeyGenerator keyGenerator = KeyGenerator.getInstance("AES");
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keyGenerator.init(256);
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this.secretKey = keyGenerator.generateKey();
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}
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}
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public EncryptedData encrypt(String plainText) throws Exception {
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if (plainText == null || plainText.isEmpty()) {
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throw new IllegalArgumentException("Plain text cannot be null or empty");
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}
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// Генерируем случайный IV
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byte[] iv = new byte[GCM_IV_LENGTH];
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SecureRandom.getInstanceStrong().nextBytes(iv);
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// Настраиваем шифр
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Cipher cipher = Cipher.getInstance(algorithm);
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GCMParameterSpec parameterSpec = new GCMParameterSpec(GCM_TAG_LENGTH * 8, iv);
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cipher.init(Cipher.ENCRYPT_MODE, secretKey, parameterSpec);
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// Шифруем данные
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byte[] encryptedBytes = cipher.doFinal(plainText.getBytes(StandardCharsets.UTF_8));
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// Объединяем IV и зашифрованные данные
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byte[] encryptedWithIv = new byte[GCM_IV_LENGTH + encryptedBytes.length];
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System.arraycopy(iv, 0, encryptedWithIv, 0, GCM_IV_LENGTH);
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System.arraycopy(encryptedBytes, 0, encryptedWithIv, GCM_IV_LENGTH, encryptedBytes.length);
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return new EncryptedData(
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Base64.getEncoder().encodeToString(encryptedWithIv),
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System.currentTimeMillis()
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);
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}
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public String decrypt(EncryptedData encryptedData) throws Exception {
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if (encryptedData == null || encryptedData.getData() == null) {
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throw new IllegalArgumentException("Encrypted data cannot be null");
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}
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byte[] encryptedWithIv = Base64.getDecoder().decode(encryptedData.getData());
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if (encryptedWithIv.length < GCM_IV_LENGTH) {
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throw new IllegalArgumentException("Invalid encrypted data length");
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}
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// Извлекаем IV
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byte[] iv = new byte[GCM_IV_LENGTH];
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System.arraycopy(encryptedWithIv, 0, iv, 0, GCM_IV_LENGTH);
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// Извлекаем зашифрованные данные
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byte[] encryptedBytes = new byte[encryptedWithIv.length - GCM_IV_LENGTH];
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System.arraycopy(encryptedWithIv, GCM_IV_LENGTH, encryptedBytes, 0, encryptedBytes.length);
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// Настраиваем шифр для расшифровки
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Cipher cipher = Cipher.getInstance(algorithm);
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GCMParameterSpec parameterSpec = new GCMParameterSpec(GCM_TAG_LENGTH * 8, iv);
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cipher.init(Cipher.DECRYPT_MODE, secretKey, parameterSpec);
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// Расшифровываем данные
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byte[] decryptedBytes = cipher.doFinal(encryptedBytes);
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return new String(decryptedBytes, StandardCharsets.UTF_8);
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}
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public String encryptSensitiveField(String value) throws Exception {
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if (value == null) {
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return null;
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}
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return encrypt(value).getData();
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}
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public String decryptSensitiveField(String encryptedValue) throws Exception {
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if (encryptedValue == null) {
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return null;
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}
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return decrypt(new EncryptedData(encryptedValue, 0L));
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}
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}
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// Encrypted Data Wrapper
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public class EncryptedData {
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private final String data;
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private final long timestamp;
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public EncryptedData(String data, long timestamp) {
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this.data = data;
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this.timestamp = timestamp;
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}
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public String getData() {
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return data;
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}
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public long getTimestamp() {
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return timestamp;
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}
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}
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// Field-level Encryption
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@Entity
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public class User {
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@Id
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private Long id;
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private String name;
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@Convert(converter = EncryptedStringConverter.class)
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private String email;
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@Convert(converter = EncryptedStringConverter.class)
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private String phoneNumber;
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@Convert(converter = EncryptedStringConverter.class)
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private String ssn;
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// Getters and setters
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}
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// Custom Converter for JPA
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@Converter
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public class EncryptedStringConverter implements AttributeConverter<String, String> {
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@Autowired
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private SymmetricEncryptionService encryptionService;
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@Override
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public String convertToDatabaseColumn(String attribute) {
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if (attribute == null) {
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return null;
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}
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try {
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return encryptionService.encryptSensitiveField(attribute);
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} catch (Exception e) {
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throw new RuntimeException("Failed to encrypt field", e);
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}
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}
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@Override
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public String convertToEntityAttribute(String dbData) {
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if (dbData == null) {
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return null;
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}
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try {
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return encryptionService.decryptSensitiveField(dbData);
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} catch (Exception e) {
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throw new RuntimeException("Failed to decrypt field", e);
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}
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}
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}
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```
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**Rust примеры - Симметричное шифрование:**
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```rust
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use aes_gcm::{Aes256Gcm, Key, Nonce};
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use aes_gcm::aead::{Aead, NewAead};
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use rand::Rng;
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pub struct SymmetricEncryptionService {
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cipher: Aes256Gcm,
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}
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impl SymmetricEncryptionService {
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pub fn new(key: &[u8]) -> Result<Self, Box<dyn std::error::Error>> {
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let key = Key::from_slice(key);
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let cipher = Aes256Gcm::new(key);
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Ok(Self { cipher })
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}
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pub fn encrypt(&self, plaintext: &str) -> Result<EncryptedData, Box<dyn std::error::Error>> {
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let nonce = self.generate_nonce();
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let ciphertext = self.cipher.encrypt(&nonce, plaintext.as_bytes())?;
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Ok(EncryptedData {
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data: base64::encode(ciphertext),
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nonce: base64::encode(nonce),
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timestamp: std::time::SystemTime::now()
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.duration_since(std::time::UNIX_EPOCH)?
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.as_secs(),
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})
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}
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pub fn decrypt(&self, encrypted_data: &EncryptedData) -> Result<String, Box<dyn std::error::Error>> {
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let nonce = base64::decode(&encrypted_data.nonce)?;
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let ciphertext = base64::decode(&encrypted_data.data)?;
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let plaintext = self.cipher.decrypt(&nonce.into(), ciphertext.as_ref())?;
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Ok(String::from_utf8(plaintext)?)
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}
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fn generate_nonce(&self) -> Nonce {
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let mut nonce = [0u8; 12];
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rand::thread_rng().fill(&mut nonce);
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nonce.into()
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}
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}
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#[derive(Debug, Clone)]
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pub struct EncryptedData {
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pub data: String,
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pub nonce: String,
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pub timestamp: u64,
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}
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```
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**Python примеры - Симметричное шифрование:**
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```python
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from cryptography.fernet import Fernet
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from cryptography.hazmat.primitives import hashes
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from cryptography.hazmat.primitives.kdf.pbkdf2 import PBKDF2HMAC
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import base64
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import os
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class SymmetricEncryptionService:
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def __init__(self, password: str):
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# Генерируем ключ из пароля
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salt = os.urandom(16)
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kdf = PBKDF2HMAC(
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algorithm=hashes.SHA256(),
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length=32,
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salt=salt,
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iterations=100000,
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)
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key = base64.urlsafe_b64encode(kdf.derive(password.encode()))
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self.cipher = Fernet(key)
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def encrypt(self, plaintext: str) -> EncryptedData:
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if not plaintext:
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raise ValueError("Plaintext cannot be empty")
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encrypted_data = self.cipher.encrypt(plaintext.encode())
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return EncryptedData(
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data=base64.b64encode(encrypted_data).decode(),
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timestamp=int(time.time())
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)
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def decrypt(self, encrypted_data: EncryptedData) -> str:
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if not encrypted_data.data:
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raise ValueError("Encrypted data cannot be empty")
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encrypted_bytes = base64.b64decode(encrypted_data.data)
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decrypted_bytes = self.cipher.decrypt(encrypted_bytes)
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return decrypted_bytes.decode()
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@dataclass
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class EncryptedData:
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data: str
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timestamp: int
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```
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**Node.js примеры - Симметричное шифрование:**
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```typescript
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import crypto from 'crypto';
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interface EncryptedData {
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data: string;
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iv: string;
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timestamp: number;
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}
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class SymmetricEncryptionService {
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private algorithm = 'aes-256-gcm';
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private keyLength = 32;
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private ivLength = 16;
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private tagLength = 16;
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constructor(private key: Buffer) {
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if (key.length !== this.keyLength) {
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throw new Error(`Key must be ${this.keyLength} bytes long`);
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}
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}
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encrypt(plaintext: string): EncryptedData {
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if (!plaintext) {
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throw new Error('Plaintext cannot be empty');
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}
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const iv = crypto.randomBytes(this.ivLength);
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const cipher = crypto.createCipher(this.algorithm, this.key);
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cipher.setAAD(iv);
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let encrypted = cipher.update(plaintext, 'utf8', 'hex');
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encrypted += cipher.final('hex');
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const tag = cipher.getAuthTag();
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return {
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data: encrypted,
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iv: iv.toString('hex'),
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timestamp: Date.now()
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};
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}
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decrypt(encryptedData: EncryptedData): string {
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if (!encryptedData.data || !encryptedData.iv) {
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throw new Error('Invalid encrypted data');
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}
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const iv = Buffer.from(encryptedData.iv, 'hex');
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const decipher = crypto.createDecipher(this.algorithm, this.key);
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decipher.setAAD(iv);
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let decrypted = decipher.update(encryptedData.data, 'hex', 'utf8');
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decrypted += decipher.final('utf8');
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return decrypted;
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}
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}
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```
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### 2. Asymmetric Encryption (Асимметричное шифрование)
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**Асимметричное шифрование** использует пару ключей: публичный для шифрования и приватный для расшифровки.
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**Преимущества:**
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- Безопасное распределение ключей
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- Цифровые подписи
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- Масштабируемость
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**Недостатки:**
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- Медленнее симметричного шифрования
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- Сложность реализации
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```java
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@Service
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public class AsymmetricEncryptionService {
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private final KeyPair keyPair;
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public AsymmetricEncryptionService() throws Exception {
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KeyPairGenerator keyPairGenerator = KeyPairGenerator.getInstance("RSA");
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keyPairGenerator.initialize(2048);
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this.keyPair = keyPairGenerator.generateKeyPair();
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}
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public String encrypt(String plainText, PublicKey publicKey) throws Exception {
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Cipher cipher = Cipher.getInstance("RSA");
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cipher.init(Cipher.ENCRYPT_MODE, publicKey);
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byte[] encryptedBytes = cipher.doFinal(plainText.getBytes());
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return Base64.getEncoder().encodeToString(encryptedBytes);
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}
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public String decrypt(String encryptedText, PrivateKey privateKey) throws Exception {
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Cipher cipher = Cipher.getInstance("RSA");
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cipher.init(Cipher.DECRYPT_MODE, privateKey);
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byte[] decryptedBytes = cipher.doFinal(Base64.getDecoder().decode(encryptedText));
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return new String(decryptedBytes);
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}
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public String sign(String data, PrivateKey privateKey) throws Exception {
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Signature signature = Signature.getInstance("SHA256withRSA");
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signature.initSign(privateKey);
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signature.update(data.getBytes());
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byte[] signatureBytes = signature.sign();
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return Base64.getEncoder().encodeToString(signatureBytes);
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}
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public boolean verify(String data, String signature, PublicKey publicKey) throws Exception {
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Signature sig = Signature.getInstance("SHA256withRSA");
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sig.initVerify(publicKey);
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sig.update(data.getBytes());
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return sig.verify(Base64.getDecoder().decode(signature));
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}
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}
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```
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### 3. Hashing (Хеширование)
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**Хеширование** — одностороннее преобразование данных в фиксированную длину.
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**Применения:**
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- Хранение паролей
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- Проверка целостности данных
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- Цифровые подписи
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```java
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@Service
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public class HashingService {
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private final int BCRYPT_ROUNDS = 12;
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private final String PBKDF2_ALGORITHM = "PBKDF2WithHmacSHA256";
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private final int PBKDF2_ITERATIONS = 100000;
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private final int PBKDF2_KEY_LENGTH = 256;
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public String hashPassword(String password) {
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if (password == null || password.isEmpty()) {
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throw new IllegalArgumentException("Password cannot be null or empty");
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}
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return BCrypt.hashpw(password, BCrypt.gensalt(BCRYPT_ROUNDS));
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}
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public boolean verifyPassword(String password, String hash) {
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if (password == null || hash == null) {
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return false;
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}
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return BCrypt.checkpw(password, hash);
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}
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public String generatePBKDF2Hash(String password, String salt) throws Exception {
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if (password == null || salt == null) {
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throw new IllegalArgumentException("Password and salt cannot be null");
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}
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PBEKeySpec spec = new PBEKeySpec(password.toCharArray(), salt.getBytes(),
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PBKDF2_ITERATIONS, PBKDF2_KEY_LENGTH);
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SecretKeyFactory skf = SecretKeyFactory.getInstance(PBKDF2_ALGORITHM);
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byte[] hash = skf.generateSecret(spec).getEncoded();
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return Base64.getEncoder().encodeToString(hash);
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}
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public String generateSalt() {
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SecureRandom random = new SecureRandom();
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byte[] salt = new byte[16];
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random.nextBytes(salt);
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return Base64.getEncoder().encodeToString(salt);
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}
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public String generateHash(String input, String algorithm) throws Exception {
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if (input == null) {
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throw new IllegalArgumentException("Input cannot be null");
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}
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MessageDigest digest = MessageDigest.getInstance(algorithm);
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byte[] hash = digest.digest(input.getBytes(StandardCharsets.UTF_8));
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return Base64.getEncoder().encodeToString(hash);
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}
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|
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public String generateHMAC(String data, String key, String algorithm) throws Exception {
|
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if (data == null || key == null) {
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throw new IllegalArgumentException("Data and key cannot be null");
|
||||
}
|
||||
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||||
Mac mac = Mac.getInstance(algorithm);
|
||||
SecretKeySpec secretKeySpec = new SecretKeySpec(key.getBytes(StandardCharsets.UTF_8), algorithm);
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mac.init(secretKeySpec);
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byte[] hmacBytes = mac.doFinal(data.getBytes(StandardCharsets.UTF_8));
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return Base64.getEncoder().encodeToString(hmacBytes);
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||||
}
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||||
}
|
||||
```
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||||
## Управление ключами
|
||||
|
||||
### 1. Key Rotation (Ротация ключей)
|
||||
|
||||
**Ротация ключей** — регулярная смена ключей шифрования для повышения безопасности.
|
||||
|
||||
```java
|
||||
@Service
|
||||
public class KeyManagementService {
|
||||
|
||||
@Value("${encryption.key.rotation.enabled:true}")
|
||||
private boolean keyRotationEnabled;
|
||||
|
||||
@Value("${encryption.key.rotation.interval:30}")
|
||||
private int rotationIntervalDays;
|
||||
|
||||
private final Map<String, SecretKey> keyVersions = new ConcurrentHashMap<>();
|
||||
private final AtomicInteger currentKeyVersion = new AtomicInteger(1);
|
||||
|
||||
@PostConstruct
|
||||
public void initializeKeys() throws Exception {
|
||||
// Создаем начальный ключ
|
||||
SecretKey initialKey = generateAESKey();
|
||||
keyVersions.put("v1", initialKey);
|
||||
|
||||
if (keyRotationEnabled) {
|
||||
scheduleKeyRotation();
|
||||
}
|
||||
}
|
||||
|
||||
@Scheduled(cron = "0 0 2 * * ?") // Каждый день в 2:00
|
||||
public void rotateKeys() throws Exception {
|
||||
if (!keyRotationEnabled) {
|
||||
return;
|
||||
}
|
||||
|
||||
log.info("Starting key rotation process");
|
||||
|
||||
// Генерируем новый ключ
|
||||
int newVersion = currentKeyVersion.incrementAndGet();
|
||||
SecretKey newKey = generateAESKey();
|
||||
keyVersions.put("v" + newVersion, newKey);
|
||||
|
||||
// Перешифровываем критически важные данные
|
||||
reencryptCriticalData(newKey);
|
||||
|
||||
// Удаляем старые ключи (оставляем последние 3 версии)
|
||||
cleanupOldKeys();
|
||||
|
||||
log.info("Key rotation completed. New version: v{}", newVersion);
|
||||
}
|
||||
|
||||
public SecretKey getCurrentKey() {
|
||||
return keyVersions.get("v" + currentKeyVersion.get());
|
||||
}
|
||||
|
||||
public SecretKey getKeyByVersion(int version) {
|
||||
return keyVersions.get("v" + version);
|
||||
}
|
||||
|
||||
private SecretKey generateAESKey() throws Exception {
|
||||
KeyGenerator keyGenerator = KeyGenerator.getInstance("AES");
|
||||
keyGenerator.init(256);
|
||||
return keyGenerator.generateKey();
|
||||
}
|
||||
|
||||
private void reencryptCriticalData(SecretKey newKey) {
|
||||
// Логика перешифровки критически важных данных
|
||||
// Это может включать перешифровку данных в БД
|
||||
}
|
||||
|
||||
private void cleanupOldKeys() {
|
||||
int currentVersion = currentKeyVersion.get();
|
||||
int keepVersions = 3;
|
||||
|
||||
for (int i = 1; i <= currentVersion - keepVersions; i++) {
|
||||
keyVersions.remove("v" + i);
|
||||
}
|
||||
}
|
||||
}
|
||||
```
|
||||
|
||||
### 2. Hardware Security Module (HSM)
|
||||
|
||||
**HSM** — аппаратный модуль безопасности для безопасного хранения и управления ключами.
|
||||
|
||||
```java
|
||||
@Service
|
||||
public class HSMService {
|
||||
private final HSMClient hsmClient;
|
||||
|
||||
public String encryptWithHSM(String data) {
|
||||
return hsmClient.encrypt(data);
|
||||
}
|
||||
|
||||
public String decryptWithHSM(String encryptedData) {
|
||||
return hsmClient.decrypt(encryptedData);
|
||||
}
|
||||
|
||||
public String signWithHSM(String data) {
|
||||
return hsmClient.sign(data);
|
||||
}
|
||||
|
||||
public boolean verifyWithHSM(String data, String signature) {
|
||||
return hsmClient.verify(data, signature);
|
||||
}
|
||||
|
||||
public String generateKeyInHSM(String keyId) {
|
||||
return hsmClient.generateKey(keyId);
|
||||
}
|
||||
|
||||
public void deleteKeyFromHSM(String keyId) {
|
||||
hsmClient.deleteKey(keyId);
|
||||
}
|
||||
}
|
||||
```
|
||||
|
||||
### 3. Key Vault Integration
|
||||
|
||||
**Интеграция с хранилищем ключей** для централизованного управления ключами.
|
||||
|
||||
```java
|
||||
@Service
|
||||
public class KeyVaultService {
|
||||
|
||||
@Value("${azure.keyvault.url}")
|
||||
private String keyVaultUrl;
|
||||
|
||||
@Value("${azure.keyvault.client-id}")
|
||||
private String clientId;
|
||||
|
||||
@Value("${azure.keyvault.client-secret}")
|
||||
private String clientSecret;
|
||||
|
||||
private KeyVaultClient keyVaultClient;
|
||||
|
||||
@PostConstruct
|
||||
public void initialize() {
|
||||
// Инициализация клиента Key Vault
|
||||
this.keyVaultClient = new KeyVaultClient(keyVaultUrl, clientId, clientSecret);
|
||||
}
|
||||
|
||||
public String getSecret(String secretName) {
|
||||
return keyVaultClient.getSecret(secretName);
|
||||
}
|
||||
|
||||
public void setSecret(String secretName, String secretValue) {
|
||||
keyVaultClient.setSecret(secretName, secretValue);
|
||||
}
|
||||
|
||||
public void deleteSecret(String secretName) {
|
||||
keyVaultClient.deleteSecret(secretName);
|
||||
}
|
||||
|
||||
public String getKey(String keyName) {
|
||||
return keyVaultClient.getKey(keyName);
|
||||
}
|
||||
|
||||
public void createKey(String keyName, String keyType) {
|
||||
keyVaultClient.createKey(keyName, keyType);
|
||||
}
|
||||
}
|
||||
```
|
||||
|
||||
## Безопасность ключей
|
||||
|
||||
### 1. Key Storage (Хранение ключей)
|
||||
|
||||
**Принципы безопасного хранения ключей:**
|
||||
- Никогда не храните ключи в коде
|
||||
- Используйте переменные окружения
|
||||
- Шифруйте ключи при хранении
|
||||
- Разделяйте ключи по окружениям
|
||||
|
||||
```java
|
||||
@Configuration
|
||||
public class KeyStorageConfig {
|
||||
|
||||
@Bean
|
||||
public SecretKey encryptionKey() {
|
||||
String keyString = System.getenv("ENCRYPTION_KEY");
|
||||
if (keyString == null) {
|
||||
throw new IllegalStateException("ENCRYPTION_KEY environment variable not set");
|
||||
}
|
||||
|
||||
byte[] keyBytes = Base64.getDecoder().decode(keyString);
|
||||
return new SecretKeySpec(keyBytes, "AES");
|
||||
}
|
||||
|
||||
@Bean
|
||||
public String jwtSecret() {
|
||||
String secret = System.getenv("JWT_SECRET");
|
||||
if (secret == null) {
|
||||
throw new IllegalStateException("JWT_SECRET environment variable not set");
|
||||
}
|
||||
return secret;
|
||||
}
|
||||
}
|
||||
```
|
||||
|
||||
### 2. Key Access Control (Контроль доступа к ключам)
|
||||
|
||||
```java
|
||||
@Service
|
||||
public class KeyAccessControlService {
|
||||
|
||||
@Autowired
|
||||
private AuditService auditService;
|
||||
|
||||
public SecretKey getKeyWithAccessControl(String keyId, String userId, String operation) {
|
||||
// Проверяем права доступа
|
||||
if (!hasKeyAccess(userId, keyId, operation)) {
|
||||
auditService.logUnauthorizedKeyAccess(userId, keyId, operation);
|
||||
throw new AccessDeniedException("Access denied to key: " + keyId);
|
||||
}
|
||||
|
||||
// Логируем доступ к ключу
|
||||
auditService.logKeyAccess(userId, keyId, operation);
|
||||
|
||||
// Возвращаем ключ
|
||||
return keyManagementService.getKey(keyId);
|
||||
}
|
||||
|
||||
private boolean hasKeyAccess(String userId, String keyId, String operation) {
|
||||
// Логика проверки прав доступа к ключу
|
||||
return userService.hasPermission(userId, "key:" + keyId + ":" + operation);
|
||||
}
|
||||
}
|
||||
```
|
||||
|
||||
### 3. Key Monitoring (Мониторинг ключей)
|
||||
|
||||
```java
|
||||
@Service
|
||||
public class KeyMonitoringService {
|
||||
|
||||
@Autowired
|
||||
private MetricsService metricsService;
|
||||
|
||||
@Autowired
|
||||
private AlertService alertService;
|
||||
|
||||
public void monitorKeyUsage(String keyId, String operation) {
|
||||
// Увеличиваем счетчик использования ключа
|
||||
metricsService.incrementCounter("key.usage",
|
||||
Tags.of("key_id", keyId, "operation", operation));
|
||||
|
||||
// Проверяем на подозрительную активность
|
||||
if (isSuspiciousActivity(keyId, operation)) {
|
||||
alertService.sendKeySecurityAlert(keyId, operation);
|
||||
}
|
||||
}
|
||||
|
||||
private boolean isSuspiciousActivity(String keyId, String operation) {
|
||||
// Проверка на необычное использование ключа
|
||||
long usageCount = metricsService.getCounterValue("key.usage",
|
||||
Tags.of("key_id", keyId, "operation", operation));
|
||||
|
||||
return usageCount > 1000; // Подозрительно много использований
|
||||
}
|
||||
}
|
||||
```
|
||||
|
||||
## Заключение
|
||||
|
||||
Шифрование и управление ключами являются критически важными компонентами безопасности:
|
||||
|
||||
1. **Выбор алгоритма** — AES для симметричного, RSA/ECC для асимметричного
|
||||
2. **Управление ключами** — ротация, безопасное хранение, контроль доступа
|
||||
3. **Мониторинг** — отслеживание использования и подозрительной активности
|
||||
4. **Соответствие стандартам** — PCI DSS, GDPR, SOX
|
||||
|
||||
Правильная реализация этих компонентов обеспечивает защиту данных на всех уровнях приложения.
|
||||
Reference in new issue
Block a user