Nazli Ikizler-Cinbis

72 papers A* 5A 7B 2Journal 36Unranked 22
YearRankTypeTitle / Venue / Authors
2025 J jnl
Signal Image Video Process.
Arif Akar, Ufuk Umut Senturk, Nazli Ikizler-Cinbis
2024 J jnl
Pattern Recognit.
Yunus Can Bilge, Nazli Ikizler-Cinbis, Ramazan Gokberk Cinbis
2024 J jnl
Signal Image Video Process.
Oguzhan Oguz, Nazli Ikizler-Cinbis
2024 J jnl
Signal Image Video Process.
Arda Hüseyinoglu, Firat Adem Bilge, Yunus Can Bilge, Nazli Ikizler-Cinbis
2023 J jnl
IEEE Trans. Pattern Anal. Mach. Intell.
Yunus Can Bilge, Ramazan Gokberk Cinbis, Nazli Ikizler-Cinbis
2022 J jnl
Signal Image Video Process.
Cemil Zalluhoglu, Nazli Ikizler-Cinbis
2022 A conf
BMVC
Arif Akar, Ufuk Umut Senturk, Nazli Ikizler-Cinbis
2022 A conf
WACV
Mustafa Sercan Amac, Ahmet Sencan, Orhun Bugra Baran, Nazli Ikizler-Cinbis, Ramazan Gokberk Cinbis
2022 J jnl
IEEE Access
Ramin Abbaszadi, Nazli Ikizler-Cinbis
2022 conf
EMBC
Ismail Irmakci, Zeki Emre Unel, Nazli Ikizler-Cinbis, Ulas Bagci
2022 J jnl
CoRR
Ismail Irmakci, Zeki Emre Unel, Nazli Ikizler-Cinbis, Ulas Bagci
2022 J jnl
Signal Process. Image Commun.
Cagdas Bas, Nazli Ikizler-Cinbis
2022 J jnl
CoRR
Yunus Can Bilge, Ramazan Gokberk Cinbis, Nazli Ikizler-Cinbis
2022 A conf
BMVC
Ufuk Umut Senturk, Arif Akar, Nazli Ikizler-Cinbis
2021 J jnl
Pattern Recognit. Lett.
Emre Boran, Aykut Erdem, Nazli Ikizler-Cinbis, Erkut Erdem, Pranava Madhyastha, Lucia Specia
2021 J jnl
CoRR
Mustafa Sercan Amac, Ahmet Sencan, Orhun Bugra Baran, Nazli Ikizler-Cinbis, Ramazan Gokberk Cinbis
2021 J jnl
Signal Process. Image Commun.
Gokhan Tanisik, Cemil Zalluhoglu, Nazli Ikizler-Cinbis
2021 A conf
WACV
Yunus Can Bilge, Mehmet Kerim Yücel, Ramazan Gokberk Cinbis, Nazli Ikizler-Cinbis, Pinar Duygulu
2021 J jnl
Multim. Tools Appl.
Gokhan Yaliniz, Nazli Ikizler-Cinbis
2020 J jnl
Image Vis. Comput.
Cemil Zalluhoglu, Nazli Ikizler-Cinbis
2020 J jnl
CoRR
Yunus Can Bilge, Mehmet Kerim Yucel, Ramazan Gokberk Cinbis, Nazli Ikizler-Cinbis, Pinar Duygulu
2019 A conf
BMVC
Berkan Demirel, Ramazan Gokberk Cinbis, Nazli Ikizler-Cinbis
2019 J jnl
CoRR
Berkan Demirel, Ramazan Gokberk Cinbis, Nazli Ikizler-Cinbis
2019 B conf
ICIP
Berkan Demirel, Ramazan Gokberk Cinbis, Nazli Ikizler-Cinbis
2019 J jnl
CoRR
Berkan Demirel, Ramazan Gokberk Cinbis, Nazli Ikizler-Cinbis
2019 conf
ICIAP (2)
Arif Akar, Nazli Ikizler-Cinbis
2019 J jnl
J. Vis. Commun. Image Represent.
Cemil Zalluhoglu, Nazli Ikizler-Cinbis
2019 conf
SIU
Gokhan Yaliniz, Nazli Ikizler-Cinbis
2019 A conf
BMVC
Yunus Can Bilge, Nazli Ikizler-Cinbis, Ramazan Gokberk Cinbis
2019 J jnl
CoRR
Yunus Can Bilge, Nazli Ikizler-Cinbis, Ramazan Gokberk Cinbis
2018 conf
SIU
Anil Atvar, Nazli Ikizler-Cinbis
2018 J jnl
IET Comput. Vis.
Aytac Cavent, Nazli Ikizler-Cinbis
2018 A* conf
EMNLP
Semih Yagcioglu, Aykut Erdem, Erkut Erdem, Nazli Ikizler-Cinbis
2018 J jnl
CoRR
Semih Yagcioglu, Aykut Erdem, Erkut Erdem, Nazli Ikizler-Cinbis
2018 J jnl
Int. J. Comput. Vis.
Shugao Ma, Jianming Zhang, Stan Sclaroff, Nazli Ikizler-Cinbis, Leonid Sigal
2018 J jnl
CoRR
Mehmet Kerim Yucel, Yunus Can Bilge, Oguzhan Oguz, Nazli Ikizler-Cinbis, Pinar Duygulu, Ramazan Gokberk Cinbis
2018 A conf
BMVC
Berkan Demirel, Ramazan Gokberk Cinbis, Nazli Ikizler-Cinbis
2018 J jnl
CoRR
Berkan Demirel, Ramazan Gokberk Cinbis, Nazli Ikizler-Cinbis
2017 conf
SIU
Yunus Can Bilge, Fikret Kaya, Nazli Ikizler-Cinbis, Ufuk Celikcan, Hayri Sever
2017 A* conf
ICCV
Berkan Demirel, Ramazan Gokberk Cinbis, Nazli Ikizler-Cinbis
2017 J jnl
CoRR
Berkan Demirel, Ramazan Gokberk Cinbis, Nazli Ikizler-Cinbis
2017 A* conf
IJCAI
Raffaella Bernardi, Ruket Çakici, Desmond Elliott, Aykut Erdem, Erkut Erdem, Nazli Ikizler-Cinbis, Frank Keller, Adrian Muscat, Barbara Plank
2017 J jnl
IET Comput. Vis.
Mert Kilickaya, Burak Kerim Akkus, Ruket Çakici, Aykut Erdem, Erkut Erdem, Nazli Ikizler-Cinbis
2017 conf
EACL (1)
Mert Kilickaya, Aykut Erdem, Nazli Ikizler-Cinbis, Erkut Erdem
2017 conf
SIU
Cagdas Bas, Cemil Zalluhoglu, Nazli Ikizler-Cinbis
2016 J jnl
CoRR
Raffaella Bernardi, Ruket Çakici, Desmond Elliott, Aykut Erdem, Erkut Erdem, Nazli Ikizler-Cinbis, Frank Keller, Adrian Muscat, Barbara Plank
2016 J jnl
J. Artif. Intell. Res.
Raffaella Bernardi, Ruket Çakici, Desmond Elliott, Aykut Erdem, Erkut Erdem, Nazli Ikizler-Cinbis, Frank Keller, Adrian Muscat, Barbara Plank
2016 conf
ICIAR
Cemil Zalluhoglu, Nazli Ikizler-Cinbis
2016 J jnl
Pattern Recognit. Lett.
Gokhan Tanisik, Cemil Zalluhoglu, Nazli Ikizler-Cinbis
2016 conf
VL@ACL
Mert Kilickaya, Nazli Ikizler-Cinbis, Erkut Erdem, Aykut Erdem
2016 J jnl
Pattern Recognit. Lett.
Emine Gul Danaci, Nazli Ikizler-Cinbis
2016 J jnl
CoRR
Mert Kilickaya, Aykut Erdem, Nazli Ikizler-Cinbis, Erkut Erdem
2016 conf
SIU
Mesut Erhan Unal, Begum Citamak, Semih Yagcioglu, Aykut Erdem, Erkut Erdem, Nazli Ikizler-Cinbis, Ruket Çakici
2016 conf
SIU
Berkan Demirel, Ramazan Gokberk Cinbis, Nazli Ikizler-Cinbis
2015 conf
SIU
Emine Gul Danaci, Nazli Ikizler-Cinbis
2015 conf
SIU
Ezgi Ekiz, Nazli Ikizler-Cinbis
2015 J jnl
CoRR
Gokhan Tanisik, Cemil Zalluhoglu, Nazli Ikizler-Cinbis
2015 J jnl
J. Vis. Commun. Image Represent.
Fadime Sener, Nazli Ikizler-Cinbis
2014 conf
SIU
Mert Kilickaya, Erkut Erdem, Aykut Erdem, Nazli Ikizler-Cinbis, Ruket Çakici
2014 J jnl
Image Vis. Comput.
Fadime Sener, Nazli Ikizler-Cinbis
2013 A* conf
ICCV
Shugao Ma, Jianming Zhang, Nazli Ikizler-Cinbis, Stan Sclaroff
2013 conf
SIU
Cagdas Bas, Nazli Ikizler-Cinbis
2013 conf
SIU
Fadime Sener, Nermin Samet, Pinar Duygulu, Nazli Ikizler-Cinbis
2013 conf
SIU
Gokhan Tanisik, Oguzhan Guclu, Nazli Ikizler-Cinbis
2012 conf
SIU
Fadime Sener, Nazli Ikizler-Cinbis, Pinar Duygulu Sahin
2012 conf
ECCV Workshops (3)
Fadime Sener, Cagdas Bas, Nazli Ikizler-Cinbis
2012 conf
SIU
Aytac Cavent, Nazli Ikizler-Cinbis
2012 conf
ECCV Workshops (3)
Shugao Ma, Stan Sclaroff, Nazli Ikizler-Cinbis
2012 J jnl
IEEE Trans. Multim.
Nazli Ikizler-Cinbis, Stan Sclaroff
2010 B conf
ICPR
Nazli Ikizler-Cinbis, Stan Sclaroff
2010 conf
ECCV (1)
Nazli Ikizler-Cinbis, Stan Sclaroff
2009 A* conf
ICCV
Nazli Ikizler-Cinbis, Ramazan Gokberk Cinbis, Stan Sclaroff
APK_FEATURES_PDD.md
← Index APK_FEATURES_PDD.md markdown
# APK Extractor — Product Design Document

**Author:** Engineering Team
**Date:** 2026-02-21
**Status:** Draft
**Target:** redb ingestor pipeline

---

## 1. Overview

This document describes the design for adding APK (Android Package) static analysis to the redb ingestor pipeline. The APK extractor will follow the same architecture used by the existing PE, ELF, and Mach-O extractors: a format-specific base class (`APKExtractor`) with specialized sub-extractors for each analysis dimension.

### 1.1 Goals

- Extract comprehensive static metadata from Android APK files, comparable in depth to our PE/ELF/Mach-O analysis
- Follow the established extractor architecture (base class, sub-extractors, dataclasses, dual-export to Elasticsearch and ClickHouse)
- Enable clustering, hunting, and pivoting on APK-specific fields (permissions, certificates, DEX API usage, package names)
- Integrate with the existing format-agnostic extractors (BasicProperties, Hashes, DIE, CAPA, YARA, Strings, IOC)

### 1.2 Non-Goals

- Dynamic analysis / sandbox execution (out of scope)
- Full DEX decompilation to Java/smali (out of scope; may be a future extension)
- Deep analysis of embedded native `.so` libraries (inventory only; full ELF pipeline deferred)
- Recursive ingestion of APKs embedded inside other APKs (flag only; full recursive ingestion deferred)

---

## 2. Background

### 2.1 What Is an APK

An APK is a ZIP archive containing an Android application. Its internal structure:

| Path | Contents |
|------|----------|
| `AndroidManifest.xml` | Binary Android XML — package name, permissions, components, SDK versions, intent filters |
| `classes.dex` (+ `classes2.dex`, ...) | Dalvik bytecode — compiled Java/Kotlin code |
| `resources.arsc` | Compiled resource table (strings, dimensions, styles) |
| `res/` | Layouts, drawables, raw resources |
| `lib/<abi>/` | Native shared libraries (`.so`) per CPU architecture |
| `META-INF/` | JAR signing (v1 scheme), CERT.RSA/DSA certificates |
| `assets/` | Arbitrary files bundled by the developer |

### 2.2 Current State

The ingestor already detects APK files via Magika (`ingestor.py:1668`), but the handler is a no-op — it logs `"APK file detected"` and returns without running any extractors. All infrastructure for registration, dispatch, and export is already in place.

### 2.3 Industry Reference

This design was informed by analysis of existing platforms:

- **VirusTotal** — Extracts: hashes (MD5, SHA-1, SHA-256, SSDEEP, TLSH, Permhash), Android metadata (package name, SDK versions, main activity), certificate attributes, permissions with danger flags, full component lists (activities, services, receivers, providers), intent filters, and capability indicators ("performs reflection calls", "makes use of telephony related APIs")
- **Koodous** (https://docs.koodous.com/) — Powered by Androguard for static analysis. Extracts: package name, app name, activities, services, receivers, providers, permissions, intent filters, certificate (SHA-1, issuer, subject), hardcoded URLs, SDK versions. Supports YARA rules with an Androguard module for matching on all these fields
- **APKiD** (https://github.com/rednaga/APKiD) — "PEiD for Android". Signature-based identification of compilers, packers, obfuscators, protectors, anti-VM/debug/root techniques. Uses YARA rules on DEX/APK/ELF. Available under GPL or commercial perpetual license (https://github.com/rednaga/APKiD/blob/master/LICENSE.COMMERCIAL)
- **APKDetect** (https://www.apkdetect.com/) — Malware family identification (30+ families), configuration extraction, loader recognition, shared code detection

---

## 3. Architecture

### 3.1 Existing Extractor Pattern

All extractors in redb follow this hierarchy:

```
Extractor (abstract base — redb/extractors/extractor.py)
├── PEExtractor (redb/extractors/pe_extractor.py)
│   ├── PEFeaturesExtractor
│   ├── PEImportExtractor
│   ├── PESectionExtractor
│   └── ...
├── ELFExtractor (redb/extractors/elf_extractor.py)
│   ├── ELFFeaturesExtractor
│   ├── ELFImportExtractor
│   └── ...
├── MachOExtractor (redb/extractors/macho_extractor.py)
│   ├── MachOFeaturesExtractor
│   ├── MachOImportExtractor
│   └── ...
└── [Format-agnostic extractors]
    ├── BasicPropertiesExtractor
    ├── HashExtractor
    ├── DIEExtractor
    ├── CAPAExtractor
    ├── YaraExtractor
    └── StringsExtractor
```

Each concrete extractor implements:
- `tag()` — returns a `Tag` enum value identifying the extraction category
- `extract()` — performs the analysis, returns a dataclass instance or `None`
- `prepare_export_data(exporter_type)` — formats data for Elasticsearch or ClickHouse
- `get_clickhouse_table()` — returns the target ClickHouse table name

The format-specific base class (e.g., `PEExtractor`) handles:
- Accepting a pre-parsed object (e.g., `pe=`) to avoid redundant parsing
- Providing shared helper methods used by multiple sub-extractors
- Passing `precomputed_hashes` to the parent `Extractor.__init__()` when available

The ingestor dispatches extractors by filetype detected via Magika, running format-agnostic extractors (BasicProperties, Hashes, DIE, CAPA, YARA) followed by the format-specific list.

### 3.2 APK Extractor Architecture

```
Extractor
└── APKExtractor (NEW — redb/extractors/apk_extractor.py)
    ├── APKFeaturesExtractor      (redb/extractors/apk_extractors/apk_features.py)
    ├── APKManifestExtractor      (redb/extractors/apk_extractors/apk_manifest.py)
    ├── APKPermissionsExtractor   (redb/extractors/apk_extractors/apk_permissions.py)
    ├── APKSignatureExtractor     (redb/extractors/apk_extractors/apk_signature.py)
    ├── APKDexExtractor           (redb/extractors/apk_extractors/apk_dex.py)
    ├── APKResourceExtractor      (redb/extractors/apk_extractors/apk_resources.py)
    ├── APKNativeLibExtractor     (redb/extractors/apk_extractors/apk_native_libs.py)
    └── APKInconsistencyTestsExtractor (redb/extractors/apk_extractors/apk_inconsistency_tests.py)
```

The `APKExtractor` base class will:
- Accept an optional pre-parsed `androguard.core.apk.APK` object (`apk=`) to share across sub-extractors
- Parse the APK once in `__init__` if not provided
- Provide shared helpers: `_get_manifest()`, `_get_certificates()`, `_list_files()`, `_is_valid_apk()`

### 3.3 Ingestor Integration

In `ingestor.py:process_binary_file()`, the `elif filetype == "apk"` branch will be expanded to:

1. Parse the APK once using Androguard (`APK(filepath)`)
2. Run format-agnostic extractors (BasicProperties, Hashes, DIE, YARA) — same as PE/ELF/Mach-O
3. Run APK-specific extractors with the shared `apk` object
4. Run Strings + IOC extractors if applicable

---

## 4. Extractor Specifications

### 4.1 APKFeaturesExtractor

**Purpose:** Core APK metadata — the equivalent of `PEFeaturesExtractor` or `ELFFeaturesExtractor`.

**Extracted fields:**
- `package_name` — Android package identifier (e.g., `com.example.app`)
- `app_name` — Human-readable application name
- `version_code` — Internal integer version
- `version_name` — Display version string (e.g., `"1.2.3"`)
- `min_sdk_version` — Minimum Android API level
- `target_sdk_version` — Target Android API level
- `compile_sdk_version` — Compile SDK (if available)
- `main_activity` — Launcher activity class name
- `is_debuggable` — Whether `android:debuggable="true"`
- `allow_backup` — Whether `android:allowBackup="true"`
- `uses_cleartext_traffic` — Whether `android:usesCleartextTraffic="true"`
- `supported_abis` — List of ABIs from `lib/` directory (e.g., `["arm64-v8a", "armeabi-v7a"]`)
- `dex_count` — Number of DEX files
- `total_dex_size` — Combined DEX file size in bytes
- `total_file_count` — Total number of files in the APK archive
- `has_native_code` — Whether `lib/` contains `.so` files
- `has_assets` — Whether `assets/` directory is non-empty
- `uses_libraries` — Declared `<uses-library>` entries
- `earliest_content_modification` — Earliest timestamp from ZIP entry metadata
- `latest_content_modification` — Latest timestamp from ZIP entry metadata
- `contains_embedded_apk` — Whether the archive contains nested APK files (flag only)

**Tag:** `APK_FEATURES`
**ClickHouse table:** `redb_apk_features`

### 4.2 APKManifestExtractor

**Purpose:** Full AndroidManifest.xml component enumeration, mirroring what VirusTotal and Koodous display.

**Extracted fields:**
- `activities` — List of Activity class names with `exported` flag
- `services` — List of Service class names with `exported` flag
- `receivers` — List of BroadcastReceiver class names with `exported` flag
- `providers` — List of ContentProvider class names with `exported` flag
- `intent_filters_by_action` — Aggregated list of all intent filter actions
- `intent_filters_by_category` — Aggregated list of all intent filter categories
- `uses_features` — Declared hardware/software features (e.g., `android.hardware.camera`)
- `meta_data` — Key-value pairs from `<meta-data>` elements
- `manifest_xml` — Full decompiled AndroidManifest.xml as plain text

**Tag:** `APK_MANIFEST`
**ClickHouse table:** `redb_apk_manifest` (one row per APK for aggregated data), `redb_apk_components` (one row per component)

### 4.3 APKPermissionsExtractor

**Purpose:** Dedicated permission analysis with protection-level classification and permhash computation.

**Extracted fields:**
- `permissions` — List of requested permissions with protection level (`normal`, `dangerous`, `signature`, `signatureOrSystem`)
- `dangerous_permissions` — Filtered list of dangerous permissions only
- `dangerous_permission_count` — Count of dangerous permissions
- `custom_permissions` — Permissions defined by the app itself (`<permission>` declarations)
- `total_permission_count` — Total number of requested permissions
- `permhash` — SHA-256 of sorted permission list (Mandiant/Google permhash — https://github.com/google/permhash)

The `permhash` value will also be added to the `Hashes` dataclass in `redb/models/dataclasses.py` so it appears alongside `imphash`, `symhash`, etc. in the unified hash record.

**Tag:** `APK_PERMISSIONS`
**ClickHouse table:** `redb_apk_permissions` (one row per permission per APK)

### 4.4 APKSignatureExtractor

**Purpose:** Certificate and signing scheme analysis, analogous to `PESignatureExtractor` and `MachOSignatureExtractor`.

**Extracted fields:**
- `signature_scheme_versions` — Which signing schemes are present (v1 JAR, v2, v3, v4)
- `is_signed` — Whether the APK has a valid signature
- `number_of_certificates` — Certificate count in the chain
- `x509_certificates` — List of certificate details:
  - `subject` (Distinguished Name)
  - `issuer` (Distinguished Name)
  - `serial_number`
  - `valid_from` / `valid_to`
  - `thumbprint_sha1`
  - `thumbprint_sha256`
  - `algorithm`
  - `key_size`
  - `is_self_signed`
- `signer_subject` — Primary signer's subject DN (convenience field)
- `signer_issuer` — Primary signer's issuer DN

**Tag:** `APK_SIGNATURE`
**ClickHouse table:** `redb_apk_signature`

### 4.5 APKDexExtractor

**Purpose:** DEX file analysis — summarized with categorized API usage (not full method enumeration).

**Output structure (per DEX file):**

- `filename` — DEX filename (e.g., `classes.dex`)
- `sha256` — SHA-256 of the DEX file
- `class_count` — Total number of classes
- `method_count` — Total number of methods
- `string_count` — Total number of string constants
- `top_packages` — List of `{package, class_count}` for top-level Java packages
- `api_usage` — Categorized sensitive API calls:
  - `reflection` — `java.lang.reflect.*`, `Class.forName`, etc.
  - `crypto` — `javax.crypto.*`, `java.security.*`
  - `dynamic_loading` — `DexClassLoader`, `PathClassLoader`, `InMemoryDexClassLoader`
  - `telephony` — `TelephonyManager` methods
  - `sms` — `SmsManager`, `SmsReceiver`
  - `network` — `HttpURLConnection`, `OkHttp`, `Volley`, `Retrofit`
  - `native` — `System.loadLibrary`, `Runtime.exec`
  - `device_info` — `Build.*`, `Settings.Secure.ANDROID_ID`, IMEI/IMSI access
  - `file_io` — `FileOutputStream`, `SharedPreferences`, `SQLiteDatabase`
  - `ipc` — `ContentResolver`, `BroadcastReceiver`, `Binder`
- `obfuscation_indicators`:
  - `short_class_names_pct` — Percentage of classes with names <= 2 chars
  - `short_method_names_pct` — Percentage of methods with names <= 2 chars
  - `non_ascii_identifiers` — Count of identifiers with non-ASCII characters
  - `avg_class_name_length` — Average class name length

**Tag:** `APK_DEX`
**ClickHouse table:** `redb_apk_dex` (one row per DEX file), `redb_apk_dex_api_usage` (one row per API category per DEX)

### 4.6 APKResourceExtractor

**Purpose:** Inventory of embedded resources with filetype detection for suspicious content.

**Extracted fields:**
- `total_resource_count` — Total files in `res/` and `assets/`
- `total_resource_size` — Combined size
- `resource_inventory` — List of `{path, size, sha256, filetype_magika}` for each file
- `suspicious_files` — Files detected as ELF, PE, DEX, APK, ZIP, script, or other executable types
- `suspicious_file_count` — Count of suspicious files

**Tag:** `APK_RESOURCES`
**ClickHouse table:** `redb_apk_resources`

### 4.7 APKNativeLibExtractor

**Purpose:** Inventory of native `.so` libraries per ABI. No deep ELF analysis (inventory only).

**Extracted fields:**
- `native_lib_count` — Total `.so` file count
- `abis` — List of ABI directories present (e.g., `["arm64-v8a", "x86"]`)
- `native_libs` — List of `{abi, filename, size, sha256}` per `.so` file
- `known_packer_libs` — Any `.so` files matching known packer/protector library names (e.g., `libjiagu.so`, `libsecexe.so`, `libDexHelper.so`, `libprotectClass.so`)

**Tag:** `APK_NATIVE_LIBS`
**ClickHouse table:** `redb_apk_native_libs`

### 4.8 APKInconsistencyTestsExtractor

**Purpose:** Anomaly and anti-analysis detection, analogous to `PEInconsistencyTestsExtractor`.

**Extracted fields:**
- `test_zip_bomb` — Compression ratio exceeds threshold
- `test_zip_duplicate_entries` — ZIP contains duplicate filenames
- `test_zip_path_traversal` — ZIP entries with `../` path traversal
- `test_zip_suspicious_timestamps` — Timestamps in the future or at epoch (1980-01-01)
- `test_hidden_dex_files` — DEX files outside standard `classes*.dex` naming or in unexpected locations
- `test_manifest_component_mismatch` — Declared components that don't exist in DEX, or undeclared code
- `test_debuggable_release` — `android:debuggable="true"` combined with a release signature
- `test_emulator_detection_strings` — Presence of Build.FINGERPRINT/MANUFACTURER emulator check strings in DEX
- `test_debugger_detection` — Presence of `Debug.isDebuggerConnected()` calls
- `test_root_detection` — Presence of root detection patterns (su binary checks, Superuser.apk)

**Tag:** `APK_INCONSISTENCY_TESTS`
**ClickHouse table:** `redb_apk_inconsistency_tests`

---

## 5. New Dependencies

### 5.1 Required

| Library | Version | License | Purpose |
|---------|---------|---------|---------|
| **androguard** | >=4.1 | Apache 2.0 | Core APK parsing: binary XML manifest, DEX analysis, certificate extraction, permissions |
| **permhash** | latest | Apache 2.0 | Compute permhash (SHA-256 of sorted permissions) for APK clustering |

### 5.2 Already Available (no changes)

| Library | Current Version | Usage |
|---------|----------------|-------|
| `zipfile` (stdlib) | — | APK archive traversal, ZIP anomaly detection |
| `pyelftools` | 0.32 | Could be used for native .so analysis if scope expands |
| `lief` | 0.17.3 | Has `lief.DEX` module; complement to androguard for DEX class/method enumeration |
| `cryptography` | 43.0.3 | Certificate chain validation (used by PE/Mach-O signature extractors) |
| `Pillow` | 10.4.0 | Icon extraction if needed |
| `magika` | 1.0.1 | Filetype detection for embedded resources |

### 5.3 Future Consideration

| Library | License | Purpose | Notes |
|---------|---------|---------|-------|
| **APKiD** | GPL-3.0 or Commercial (perpetual, royalty-free) | Packer/protector/obfuscator identification | "PEiD for Android". Detects compilers (dx, dexlib, r8), packers (AppGuard, DingXiang, JiaguK), obfuscators (DexGuard, BlackObfuscator), protectors (DexProtector, DxShield), anti-VM/debug/root. Commercial license is perpetual and allows binary redistribution: https://github.com/rednaga/APKiD/blob/master/LICENSE.COMMERCIAL |
| **apksigtool** | MIT | APK Signature Scheme v2/v3/v4 verification | androguard handles v1 well; apksigtool provides more thorough v2+ support |
| **quark-engine** | GPL-3.0 | Behavioral analysis scoring | Similar to CAPA but for Android. Stretch goal |

---

## 6. Data Model Changes

### 6.1 New Dataclasses

Add to `redb/models/dataclasses.py`:
- `APKFeatures`
- `APKManifestComponent`
- `APKPermission`
- `APKCertificate`
- `APKCodeSigningInfo`
- `APKDexFile`
- `APKDexApiUsage`
- `APKResource`
- `APKNativeLib`
- `APKInconsistencyTests`

See Tech Annex for full field definitions.

### 6.2 Existing Dataclass Changes

**`Hashes` dataclass** — add:
```python
permhash: Optional[str] = None  # APK: SHA-256 of sorted permissions (Mandiant/Google)
```

### 6.3 Tag Enum Additions

Add to `redb/extractors/enum.py`:
```python
# APK
APK_FEATURES = "apk_features"
APK_MANIFEST = "apk_manifest"
APK_PERMISSIONS = "apk_permissions"
APK_SIGNATURE = "apk_signature"
APK_DEX = "apk_dex"
APK_RESOURCES = "apk_resources"
APK_NATIVE_LIBS = "apk_native_libs"
APK_INCONSISTENCY_TESTS = "apk_inconsistency_tests"
```

---

## 7. Implementation Phases

### Phase 1 — Core Extractors

1. `APKExtractor` base class + `APKFeaturesExtractor`
2. `APKManifestExtractor`
3. `APKPermissionsExtractor` (including permhash)
4. `APKSignatureExtractor`
5. `APKDexExtractor`
6. `APKResourceExtractor`
7. `APKNativeLibExtractor`
8. Ingestor integration (wire up dispatch in `process_binary_file()`)
9. Hashes dataclass update (add `permhash`)

### Phase 2 — Detection and Anomalies

10. `APKInconsistencyTestsExtractor`
11. Wire up existing format-agnostic extractors for APK (YARA, Strings, IOC)

### Phase 3 — Future (out of scope for this PDD)

- APKiD integration for packer/protector detection
- Deep native library analysis (run ELF pipeline on extracted `.so` files)
- Recursive APK ingestion
- androguard-yara module integration for YARA rules matching on APK metadata

---

## 8. Testing Strategy

- Unit tests per extractor using known APK samples (benign + malicious)
- Validate output against VirusTotal reports for the same samples (cross-reference fields)
- Edge cases: split APKs, obfuscated APKs, packed APKs, APKs with no native code, APKs with no DEX, corrupted APKs
- Integration test: full pipeline run (ingest APK, verify all extractors produce output, verify ClickHouse/ES export)