diff --git a/docker-compose.prod.yml b/docker-compose.prod.yml
index 5099e367..4138d1b6 100644
--- a/docker-compose.prod.yml
+++ b/docker-compose.prod.yml
@@ -28,6 +28,7 @@ services:
       APP_AUDIT_LOG_PATH: ${APP_AUDIT_LOG_PATH:-/var/log/spring-boot/audit}
     ports:
       - "${APP_PORT:-8080}:8080"
+      - "127.0.0.1:${API_METRICS_HOST_PORT:-19090}:9090"
     volumes:
       - spring-boot-logs:/var/log/spring-boot
     depends_on:
@@ -70,6 +71,8 @@ services:
         condition: service_started
       rabbitmq:
         condition: service_healthy
+    ports:
+      - "127.0.0.1:${WORKER_METRICS_HOST_PORT:-18000}:8000"
     restart: unless-stopped
 
   loki:
diff --git a/src/main/java/com/jobdri/jobdri_api/domain/payment/service/PaymentLogMasking.java b/src/main/java/com/jobdri/jobdri_api/domain/payment/service/PaymentLogMasking.java
index 83353aa1..79e59b19 100644
--- a/src/main/java/com/jobdri/jobdri_api/domain/payment/service/PaymentLogMasking.java
+++ b/src/main/java/com/jobdri/jobdri_api/domain/payment/service/PaymentLogMasking.java
@@ -10,7 +10,6 @@ private PaymentLogMasking() {
 
     public static Map<String, String> paymentContext(
             String orderId,
-            String paymentKey,
             Long userId,
             String planCode,
             Integer amount
@@ -19,10 +18,6 @@ public static Map<String, String> paymentContext(
         if (orderId != null) {
             context.put("orderId", orderId);
         }
-        String maskedPaymentKey = maskPaymentKey(paymentKey);
-        if (maskedPaymentKey != null) {
-            context.put("paymentKey", maskedPaymentKey);
-        }
         if (userId != null) {
             context.put("paymentUserId", String.valueOf(userId));
         }
@@ -35,17 +30,7 @@ public static Map<String, String> paymentContext(
         return context;
     }
 
-    public static Map<String, String> paymentContext(String orderId, String paymentKey, Integer amount) {
-        return paymentContext(orderId, paymentKey, null, null, amount);
-    }
-
-    public static String maskPaymentKey(String paymentKey) {
-        if (paymentKey == null || paymentKey.isBlank()) {
-            return null;
-        }
-        if (paymentKey.length() <= 10) {
-            return "****";
-        }
-        return paymentKey.substring(0, 6) + "..." + paymentKey.substring(paymentKey.length() - 4);
+    public static Map<String, String> paymentContext(String orderId, Integer amount) {
+        return paymentContext(orderId, null, null, amount);
     }
 }
diff --git a/src/main/java/com/jobdri/jobdri_api/domain/payment/service/PaymentService.java b/src/main/java/com/jobdri/jobdri_api/domain/payment/service/PaymentService.java
index 17a2b3ea..31b7db9d 100644
--- a/src/main/java/com/jobdri/jobdri_api/domain/payment/service/PaymentService.java
+++ b/src/main/java/com/jobdri/jobdri_api/domain/payment/service/PaymentService.java
@@ -85,7 +85,7 @@ public PaymentPrepareResponse prepare(User user, PaymentPrepareRequest request)
         try (var ignored = LoggingContext.with(
                 "payment.prepare.started",
                 null,
-                PaymentLogMasking.paymentContext(null, null, validatedUser.getId(), request.planCode(), plan.getPrice())
+                PaymentLogMasking.paymentContext(null, validatedUser.getId(), request.planCode(), plan.getPrice())
         )) {
             log.info("Starting payment preparation");
         }
@@ -139,7 +139,7 @@ public PaymentPrepareResponse prepare(User user, PaymentPrepareRequest request)
         try (var ignored = LoggingContext.with(
                 "payment.create.completed",
                 null,
-                PaymentLogMasking.paymentContext(payment.getOrderId(), null, validatedUser.getId(), plan.getCode(), plan.getPrice())
+                PaymentLogMasking.paymentContext(payment.getOrderId(), validatedUser.getId(), plan.getCode(), plan.getPrice())
         )) {
             log.info("Payment preparation completed");
         }
@@ -175,7 +175,7 @@ private PaymentPrepareResponse preparePortOne(User validatedUser, CreditPlan pla
         try (var ignored = LoggingContext.with(
                 "payment.portone.prepare.completed",
                 null,
-                PaymentLogMasking.paymentContext(payment.getOrderId(), null, validatedUser.getId(), plan.getCode(), plan.getPrice())
+                PaymentLogMasking.paymentContext(payment.getOrderId(), validatedUser.getId(), plan.getCode(), plan.getPrice())
         )) {
             log.info("PortOne payment preparation completed");
         }
@@ -197,7 +197,6 @@ public PaymentConfirmResponse confirm(User user, PaymentConfirmRequest request)
         User validatedUser = userService.validateUser(user);
         Map<String, String> paymentContext = PaymentLogMasking.paymentContext(
                 request.orderId(),
-                request.paymentKey(),
                 validatedUser.getId(),
                 null,
                 request.amount()
@@ -329,7 +328,7 @@ public void handlePortOneWebhook(String rawBody, HttpHeaders headers) {
                 try (var ignored = LoggingContext.with(
                         "payment.portone.webhook.ignored",
                         e.getCode(),
-                        PaymentLogMasking.paymentContext(payload.data().paymentId(), null, null)
+                        PaymentLogMasking.paymentContext(payload.data().paymentId(), null)
                 )) {
                     log.warn("PortOne webhook ignored: {}", e.getMessage());
                 }
@@ -343,7 +342,6 @@ public void handlePortOneWebhook(String rawBody, HttpHeaders headers) {
     public void handleTossPayCallback(TossPayCallbackRequest request) {
         Map<String, String> paymentContext = PaymentLogMasking.paymentContext(
                 request == null ? null : request.orderNo(),
-                request == null ? null : request.payToken(),
                 request == null ? null : request.amount()
         );
         try (var ignored = LoggingContext.with("payment.callback.received", null, paymentContext)) {
@@ -436,7 +434,6 @@ private void validateTossResponse(Long userId, PaymentConfirmRequest request, To
         String easyPayProvider = response.easyPay() == null ? null : response.easyPay().provider();
         Map<String, String> paymentContext = PaymentLogMasking.paymentContext(
                 request.orderId(),
-                request.paymentKey(),
                 userId,
                 null,
                 request.amount()
diff --git a/src/main/java/com/jobdri/jobdri_api/domain/payment/service/PortOneClient.java b/src/main/java/com/jobdri/jobdri_api/domain/payment/service/PortOneClient.java
index 91d84b74..1dad2352 100644
--- a/src/main/java/com/jobdri/jobdri_api/domain/payment/service/PortOneClient.java
+++ b/src/main/java/com/jobdri/jobdri_api/domain/payment/service/PortOneClient.java
@@ -85,7 +85,7 @@ public String storeId() {
     public PortOnePaymentResponse getPayment(String paymentId) {
         ensureConfigured();
         ensureRequestValue(paymentId, "paymentId");
-        Map<String, String> paymentContext = PaymentLogMasking.paymentContext(paymentId, null, null);
+        Map<String, String> paymentContext = PaymentLogMasking.paymentContext(paymentId, null);
         try (var ignored = LoggingContext.with("payment.portone.status.external_called", null, paymentContext)) {
             log.info("Calling PortOne get payment API");
         }
@@ -129,7 +129,7 @@ public PortOnePaymentResponse getPayment(String paymentId) {
     public PortOneCancelResponse cancelPayment(String paymentId, int amount, String reason) {
         ensureConfigured();
         ensureRequestValue(paymentId, "paymentId");
-        Map<String, String> paymentContext = PaymentLogMasking.paymentContext(paymentId, null, amount);
+        Map<String, String> paymentContext = PaymentLogMasking.paymentContext(paymentId, amount);
         try (var ignored = LoggingContext.with("payment.portone.refund.external_called", null, paymentContext)) {
             log.info("Calling PortOne cancel payment API");
         }
diff --git a/src/main/java/com/jobdri/jobdri_api/domain/payment/service/TossPayClient.java b/src/main/java/com/jobdri/jobdri_api/domain/payment/service/TossPayClient.java
index c7e391b1..6fb09100 100644
--- a/src/main/java/com/jobdri/jobdri_api/domain/payment/service/TossPayClient.java
+++ b/src/main/java/com/jobdri/jobdri_api/domain/payment/service/TossPayClient.java
@@ -62,7 +62,7 @@ void init() {
 
     public TossPayCreateResponse createPayment(String orderNo, int amount, String productDesc) {
         ensureCreatePaymentConfigured();
-        Map<String, String> paymentContext = PaymentLogMasking.paymentContext(orderNo, null, amount);
+        Map<String, String> paymentContext = PaymentLogMasking.paymentContext(orderNo, amount);
         try (var ignored = LoggingContext.with("payment.create.external_called", null, paymentContext)) {
             log.info("Calling Toss Pay create payment API");
         }
@@ -148,7 +148,7 @@ public TossPayRefundResponse refundPayment(
             String reason
     ) {
         ensureRefundConfigured(payToken, orderNo, refundNo);
-        Map<String, String> paymentContext = PaymentLogMasking.paymentContext(orderNo, payToken, amount);
+        Map<String, String> paymentContext = PaymentLogMasking.paymentContext(orderNo, amount);
         try (var ignored = LoggingContext.with("payment.tosspay.refund.external_called", null, paymentContext)) {
             log.info("Calling Toss Pay refund API");
         }
diff --git a/src/main/java/com/jobdri/jobdri_api/domain/payment/service/TossPaymentClient.java b/src/main/java/com/jobdri/jobdri_api/domain/payment/service/TossPaymentClient.java
index fdcdbbf5..9358498d 100644
--- a/src/main/java/com/jobdri/jobdri_api/domain/payment/service/TossPaymentClient.java
+++ b/src/main/java/com/jobdri/jobdri_api/domain/payment/service/TossPaymentClient.java
@@ -57,7 +57,7 @@ public TossPaymentConfirmResponse confirm(String paymentKey, String orderId, int
         if (secretKey == null || secretKey.isBlank()) {
             throw new GeneralException(GeneralErrorCode.PAYMENT_CONFIRM_FAILED, "토스페이먼츠 시크릿 키가 설정되지 않았습니다.");
         }
-        Map<String, String> paymentContext = PaymentLogMasking.paymentContext(orderId, paymentKey, amount);
+        Map<String, String> paymentContext = PaymentLogMasking.paymentContext(orderId, amount);
         try (var ignored = LoggingContext.with("payment.confirm.external_called", null, paymentContext)) {
             log.info("Calling Toss payment confirm API");
         }
diff --git a/src/main/resources/application-prod.yaml b/src/main/resources/application-prod.yaml
index 6cbbb987..b351123f 100644
--- a/src/main/resources/application-prod.yaml
+++ b/src/main/resources/application-prod.yaml
@@ -81,6 +81,7 @@ app:
   logging:
     path: ${APP_LOG_PATH:/var/log/spring-boot}
     audit-path: ${APP_AUDIT_LOG_PATH:/var/log/spring-boot/audit}
+    environment: ${APP_LOG_ENVIRONMENT:production}
   oauth2:
     redirect-uri: ${APP_OAUTH2_REDIRECT_URI}
   worker:
diff --git a/src/main/resources/application.yaml b/src/main/resources/application.yaml
index a7e1dfbe..a909d3ce 100644
--- a/src/main/resources/application.yaml
+++ b/src/main/resources/application.yaml
@@ -18,5 +18,6 @@ app:
   logging:
     path: ${APP_LOG_PATH:logs}
     audit-path: ${APP_AUDIT_LOG_PATH:logs/audit}
+    environment: ${APP_LOG_ENVIRONMENT:local}
     request-id-max-length: ${APP_LOG_REQUEST_ID_MAX_LENGTH:64}
     trusted-proxies: ${APP_LOG_TRUSTED_PROXIES:}
diff --git a/src/main/resources/logback-spring.xml b/src/main/resources/logback-spring.xml
index e30e645f..9d5428ca 100644
--- a/src/main/resources/logback-spring.xml
+++ b/src/main/resources/logback-spring.xml
@@ -3,6 +3,7 @@
     <springProperty scope="context" name="APP_NAME" source="spring.application.name" defaultValue="jobdri-api" />
     <springProperty scope="context" name="LOG_PATH" source="app.logging.path" defaultValue="logs" />
     <springProperty scope="context" name="AUDIT_LOG_PATH" source="app.logging.audit-path" defaultValue="logs/audit" />
+    <springProperty scope="context" name="APP_ENVIRONMENT" source="app.logging.environment" defaultValue="local" />
 
     <property name="APPLICATION_LOG_FILE" value="${LOG_PATH}/application.log" />
     <property name="AUDIT_LOG_FILE" value="${AUDIT_LOG_PATH}/audit.log" />
@@ -11,12 +12,42 @@
             name="CONSOLE_LOG_PATTERN"
             value="%d{yyyy-MM-dd HH:mm:ss.SSS} %-5level [%thread] %logger{36} - %msg %mdc%n%ex{full}" />
 
-    <appender name="CONSOLE" class="ch.qos.logback.core.ConsoleAppender">
-        <encoder class="ch.qos.logback.classic.encoder.PatternLayoutEncoder">
-            <pattern>${CONSOLE_LOG_PATTERN}</pattern>
-            <charset>UTF-8</charset>
-        </encoder>
-    </appender>
+    <springProfile name="prod">
+        <appender name="CONSOLE" class="ch.qos.logback.core.ConsoleAppender">
+            <encoder class="net.logstash.logback.encoder.LogstashEncoder">
+                <timeZone>Asia/Seoul</timeZone>
+                <includeMdc>true</includeMdc>
+                <includeMdcKeyName>requestId</includeMdcKeyName>
+                <includeMdcKeyName>method</includeMdcKeyName>
+                <includeMdcKeyName>uri</includeMdcKeyName>
+                <includeMdcKeyName>logType</includeMdcKeyName>
+                <includeMdcKeyName>event</includeMdcKeyName>
+                <includeMdcKeyName>errorCode</includeMdcKeyName>
+                <includeMdcKeyName>taskId</includeMdcKeyName>
+                <includeMdcKeyName>messageId</includeMdcKeyName>
+                <includeMdcKeyName>taskType</includeMdcKeyName>
+                <includeMdcKeyName>retryCount</includeMdcKeyName>
+                <includeMdcKeyName>workerId</includeMdcKeyName>
+                <includeMdcKeyName>queueLatencyMillis</includeMdcKeyName>
+                <customFields>{"service":"${APP_NAME}","service_name":"${APP_NAME}","environment":"${APP_ENVIRONMENT}"}</customFields>
+                <fieldNames>
+                    <timestamp>timestamp</timestamp>
+                    <logger>logger_name</logger>
+                    <thread>thread</thread>
+                    <stackTrace>stack_trace</stackTrace>
+                </fieldNames>
+            </encoder>
+        </appender>
+    </springProfile>
+
+    <springProfile name="!prod">
+        <appender name="CONSOLE" class="ch.qos.logback.core.ConsoleAppender">
+            <encoder class="ch.qos.logback.classic.encoder.PatternLayoutEncoder">
+                <pattern>${CONSOLE_LOG_PATTERN}</pattern>
+                <charset>UTF-8</charset>
+            </encoder>
+        </appender>
+    </springProfile>
 
     <appender name="APPLICATION_FILE" class="ch.qos.logback.core.rolling.RollingFileAppender">
         <file>${APPLICATION_LOG_FILE}</file>
@@ -29,7 +60,7 @@
         <encoder class="net.logstash.logback.encoder.LogstashEncoder">
             <timeZone>Asia/Seoul</timeZone>
             <includeMdc>true</includeMdc>
-            <customFields>{"service":"${APP_NAME}"}</customFields>
+            <customFields>{"service":"${APP_NAME}","service_name":"${APP_NAME}","environment":"${APP_ENVIRONMENT}"}</customFields>
             <fieldNames>
                 <timestamp>timestamp</timestamp>
                 <logger>logger_name</logger>
@@ -50,7 +81,7 @@
         <encoder class="net.logstash.logback.encoder.LogstashEncoder">
             <timeZone>Asia/Seoul</timeZone>
             <includeMdc>true</includeMdc>
-            <customFields>{"service":"${APP_NAME}"}</customFields>
+            <customFields>{"service":"${APP_NAME}","service_name":"${APP_NAME}","environment":"${APP_ENVIRONMENT}"}</customFields>
             <fieldNames>
                 <timestamp>timestamp</timestamp>
                 <logger>logger_name</logger>