diff --git a/.github/workflows/stale.yml b/.github/workflows/stale.yml
index 63a8ade37f..5843b3a5e0 100644
--- a/.github/workflows/stale.yml
+++ b/.github/workflows/stale.yml
@@ -23,7 +23,7 @@ jobs:
         with:
           debug-only: ${{ github.ref != 'refs/heads/dev' }} # Dry-run when not run on dev branch
           remove-stale-when-updated: true
-          operations-per-run: 150
+          operations-per-run: 400
 
           # The 90 day stale policy for PRs
           # - PRs
diff --git a/esphome/components/esp32/__init__.py b/esphome/components/esp32/__init__.py
index 3cbcdb99b4..d9b8d067a4 100644
--- a/esphome/components/esp32/__init__.py
+++ b/esphome/components/esp32/__init__.py
@@ -329,7 +329,8 @@ ARDUINO_FRAMEWORK_VERSION_LOOKUP = {
     "dev": cv.Version(3, 3, 1),
 }
 ARDUINO_PLATFORM_VERSION_LOOKUP = {
-    cv.Version(3, 3, 1): cv.Version(55, 3, 31),
+    cv.Version(3, 3, 2): cv.Version(55, 3, 31, "1"),
+    cv.Version(3, 3, 1): cv.Version(55, 3, 31, "1"),
     cv.Version(3, 3, 0): cv.Version(55, 3, 30, "2"),
     cv.Version(3, 2, 1): cv.Version(54, 3, 21, "2"),
     cv.Version(3, 2, 0): cv.Version(54, 3, 20),
@@ -347,8 +348,8 @@ ESP_IDF_FRAMEWORK_VERSION_LOOKUP = {
     "dev": cv.Version(5, 5, 1),
 }
 ESP_IDF_PLATFORM_VERSION_LOOKUP = {
-    cv.Version(5, 5, 1): cv.Version(55, 3, 31),
-    cv.Version(5, 5, 0): cv.Version(55, 3, 31),
+    cv.Version(5, 5, 1): cv.Version(55, 3, 31, "1"),
+    cv.Version(5, 5, 0): cv.Version(55, 3, 31, "1"),
     cv.Version(5, 4, 2): cv.Version(54, 3, 21, "2"),
     cv.Version(5, 4, 1): cv.Version(54, 3, 21, "2"),
     cv.Version(5, 4, 0): cv.Version(54, 3, 21, "2"),
@@ -363,8 +364,8 @@ ESP_IDF_PLATFORM_VERSION_LOOKUP = {
 #  - https://github.com/pioarduino/platform-espressif32/releases
 PLATFORM_VERSION_LOOKUP = {
     "recommended": cv.Version(54, 3, 21, "2"),
-    "latest": cv.Version(55, 3, 31),
-    "dev": "https://github.com/pioarduino/platform-espressif32.git#develop",
+    "latest": cv.Version(55, 3, 31, "1"),
+    "dev": cv.Version(55, 3, 31, "1"),
 }
 
 
@@ -656,6 +657,7 @@ def _show_framework_migration_message(name: str, variant: str) -> None:
         + "Why change? ESP-IDF offers:\n"
         + color(AnsiFore.GREEN, "  ✨ Up to 40% smaller binaries\n")
         + color(AnsiFore.GREEN, "  🚀 Better performance and optimization\n")
+        + color(AnsiFore.GREEN, "  ⚡ 2-3x faster compile times\n")
         + color(AnsiFore.GREEN, "  📦 Custom-built firmware for your exact needs\n")
         + color(
             AnsiFore.GREEN,
@@ -663,7 +665,6 @@ def _show_framework_migration_message(name: str, variant: str) -> None:
         )
         + "\n"
         + "Trade-offs:\n"
-        + color(AnsiFore.YELLOW, "  ⏱️  Compile times are ~25% longer\n")
         + color(AnsiFore.YELLOW, "  🔄 Some components need migration\n")
         + "\n"
         + "What should I do?\n"
diff --git a/tests/components/debug/test.esp32-c3-ard.yaml b/tests/components/debug/test.esp32-c3-ard.yaml
deleted file mode 100644
index 7d43491862..0000000000
--- a/tests/components/debug/test.esp32-c3-ard.yaml
+++ /dev/null
@@ -1,4 +0,0 @@
-<<: !include common.yaml
-
-esp32:
-  cpu_frequency: 80MHz
diff --git a/tests/components/debug/test.esp32-s2-ard.yaml b/tests/components/debug/test.esp32-s2-ard.yaml
deleted file mode 100644
index dade44d145..0000000000
--- a/tests/components/debug/test.esp32-s2-ard.yaml
+++ /dev/null
@@ -1 +0,0 @@
-<<: !include common.yaml
diff --git a/tests/components/debug/test.esp32-s3-ard.yaml b/tests/components/debug/test.esp32-s3-ard.yaml
deleted file mode 100644
index dade44d145..0000000000
--- a/tests/components/debug/test.esp32-s3-ard.yaml
+++ /dev/null
@@ -1 +0,0 @@
-<<: !include common.yaml
diff --git a/tests/components/logger/test-usb_cdc.esp32-c3-ard.yaml b/tests/components/logger/test-usb_cdc.esp32-c3-idf.yaml
similarity index 100%
rename from tests/components/logger/test-usb_cdc.esp32-c3-ard.yaml
rename to tests/components/logger/test-usb_cdc.esp32-c3-idf.yaml
diff --git a/tests/components/logger/test-usb_cdc.esp32-s3-ard.yaml b/tests/components/logger/test-usb_cdc.esp32-s3-ard.yaml
deleted file mode 100644
index cfdaec9771..0000000000
--- a/tests/components/logger/test-usb_cdc.esp32-s3-ard.yaml
+++ /dev/null
@@ -1 +0,0 @@
-<<: !include common-usb_cdc.yaml
diff --git a/tests/components/logger/test-usb_cdc.esp32-s2-ard.yaml b/tests/components/logger/test-usb_cdc.esp32-s3-idf.yaml
similarity index 100%
rename from tests/components/logger/test-usb_cdc.esp32-s2-ard.yaml
rename to tests/components/logger/test-usb_cdc.esp32-s3-idf.yaml
diff --git a/tests/components/logger/test.esp32-ard.yaml b/tests/components/logger/test.esp32-ard.yaml
deleted file mode 100644
index 3fe04e18a3..0000000000
--- a/tests/components/logger/test.esp32-ard.yaml
+++ /dev/null
@@ -1 +0,0 @@
-<<: !include common-default_uart.yaml
diff --git a/tests/components/logger/test.esp32-c3-ard.yaml b/tests/components/logger/test.esp32-c3-ard.yaml
deleted file mode 100644
index 3fe04e18a3..0000000000
--- a/tests/components/logger/test.esp32-c3-ard.yaml
+++ /dev/null
@@ -1 +0,0 @@
-<<: !include common-default_uart.yaml
diff --git a/tests/components/mdns/test-enabled.esp32-ard.yaml b/tests/components/mdns/test-enabled.esp32-ard.yaml
deleted file mode 100644
index 97fd63d70e..0000000000
--- a/tests/components/mdns/test-enabled.esp32-ard.yaml
+++ /dev/null
@@ -1 +0,0 @@
-<<: !include common-enabled.yaml
diff --git a/tests/components/mdns/test-enabled.esp32-c3-ard.yaml b/tests/components/mdns/test-enabled.esp32-c3-ard.yaml
deleted file mode 100644
index 97fd63d70e..0000000000
--- a/tests/components/mdns/test-enabled.esp32-c3-ard.yaml
+++ /dev/null
@@ -1 +0,0 @@
-<<: !include common-enabled.yaml
diff --git a/tests/components/network/test-ipv6.esp32-ard.yaml b/tests/components/network/test-ipv6.esp32-ard.yaml
deleted file mode 100644
index da1324b17e..0000000000
--- a/tests/components/network/test-ipv6.esp32-ard.yaml
+++ /dev/null
@@ -1,4 +0,0 @@
-substitutions:
-  network_enable_ipv6: "true"
-
-<<: !include common.yaml
diff --git a/tests/components/network/test-ipv6.esp32-c3-ard.yaml b/tests/components/network/test-ipv6.esp32-c3-ard.yaml
deleted file mode 100644
index da1324b17e..0000000000
--- a/tests/components/network/test-ipv6.esp32-c3-ard.yaml
+++ /dev/null
@@ -1,4 +0,0 @@
-substitutions:
-  network_enable_ipv6: "true"
-
-<<: !include common.yaml
diff --git a/tests/components/network/test.esp32-ard.yaml b/tests/components/network/test.esp32-ard.yaml
deleted file mode 100644
index dade44d145..0000000000
--- a/tests/components/network/test.esp32-ard.yaml
+++ /dev/null
@@ -1 +0,0 @@
-<<: !include common.yaml
diff --git a/tests/components/network/test.esp32-c3-ard.yaml b/tests/components/network/test.esp32-c3-ard.yaml
deleted file mode 100644
index dade44d145..0000000000
--- a/tests/components/network/test.esp32-c3-ard.yaml
+++ /dev/null
@@ -1 +0,0 @@
-<<: !include common.yaml
diff --git a/tests/components/time/test.esp32-ard.yaml b/tests/components/time/test.esp32-ard.yaml
deleted file mode 100644
index dade44d145..0000000000
--- a/tests/components/time/test.esp32-ard.yaml
+++ /dev/null
@@ -1 +0,0 @@
-<<: !include common.yaml
diff --git a/tests/components/time/test.esp32-c3-ard.yaml b/tests/components/time/test.esp32-c3-ard.yaml
deleted file mode 100644
index dade44d145..0000000000
--- a/tests/components/time/test.esp32-c3-ard.yaml
+++ /dev/null
@@ -1 +0,0 @@
-<<: !include common.yaml