Haeyoung Lee

68 papers B 3C 2Misc 1Journal 35Unranked 27
YearRankTypeTitle / Venue / Authors
2025 J jnl
IEEE Commun. Mag.
Xi Li, Agapi Mesodiakaki, Marios Gatzianas, George Kalfas, Anastasios-Stavros Charismiadis, Dimitris Tsolkas, Lanfranco Zanzi, Apostolis K. Salkintzis, Dan Warren, Andreas Gavrielides, Marios Sophocleous, Marco Gramaglia, Anastasius Gavras, Tezcan Cogalan, Haeyoung Lee, Ömer Bulakci
2025 J jnl
IEICE Trans. Inf. Syst.
Haeyoung Lee
2025 J jnl
IEEE Access
Youngro Lee, Taekyung Lee, Joowon Lee, Haeyoung Lee, Jong-Mo Seo
2025 J jnl
CoRR
Chathuranga M. Wijerathna Basnayaka, Haeyoung Lee, Pandelis Kourtessis, John M. Senior, Vishalya P. Sooriarachchi, Dushantha Nalin K. Jayakody, Marko Beko, Seokjoo Shin
2024 B conf
IWCMC
Oluwatobi Baiyekusi, Haitham Mahmoud, De Mi, Junaid Arshad, Femi Adeyemi-Ejeye, Haeyoung Lee
2024 conf
APSIPA
Haeyoung Lee, Sunhee Kim, Minhwa Chung
2024 J jnl
Sensors
Yichuang Sun, Haeyoung Lee, Oluyomi Simpson
2024 J jnl
CoRR
Abdulkadir Kose, Haeyoung Lee, Chuan Heng Foh, Mohammad Shojafar
2024 J jnl
IEEE Trans. Intell. Transp. Syst.
Abdulkadir Kose, Haeyoung Lee, Chuan Heng Foh, Mohammad Shojafar
2023 conf
EMBC
Youngro Lee, Jong-Mo Seo, Jongae Park, Haeyoung Lee
2023 conf
VTC2023-Spring
Arturo Medina Cassillas, Abdulkadir Kose, Haeyoung Lee, Chuan Heng Foh, Chee Yen Leow
2023 conf
VTC2023-Spring
Haeyoung Lee, Sunyoung Lee, Youngwook Ko
2023 B conf
WCNC
Oluwatobi Baiyekusi, Haeyoung Lee, Klaus Moessner
2023 J jnl
Sensors
Mutasem Q. Hamdan, Haeyoung Lee, Dionysia Triantafyllopoulou, Rúben Borralho, Abdulkadir Kose, Esmaeil Amiri, David Mulvey, Wenjuan Yu, Rafik Zitouni, Riccardo Pozza, Bernie Hunt, Hamidreza Bagheri, Chuan Heng Foh, Fabien Héliot, Gaojie Chen, Pei Xiao, Ning Wang, Rahim Tafazolli
2022 J jnl
Proc. IEEE
Md. Noor-A-Rahim, Zi Long Liu, Haeyoung Lee, Mohammad Omar Khyam, Jianhua He, Dirk Pesch, Klaus Moessner, Walid Saad, H. Vincent Poor
2022 J jnl
IEICE Trans. Inf. Syst.
Haeyoung Lee
2022 J jnl
IEEE Trans. Intell. Transp. Syst.
Md. Noor-A-Rahim, Zi Long Liu, Haeyoung Lee, G. G. Md. Nawaz Ali, Dirk Pesch, Pei Xiao
2022 conf
ICIMTH
Sunmoo Yoon, Peter Broadwell, Frederick F. Sun, Sun Joo Jang, Haeyoung Lee
2022 conf
ICIMTH
Haeyoung Lee, Sun Joo Jang, Frederick F. Sun, Peter Broadwell, Sunmoo Yoon
2022 conf
GLOBECOM (Workshops)
Mickael Maman, Esteban Catté, Mohamed Sana, Merkebu Girmay, Vasilis Maglogiannis, Dries Naudts, Haeyoung Lee, François Carrez, Antti Anttonen, Yolanda Fernández, Javier Moreno, Vasiliki Lamprousi, Vera Stavroulaki
2022 conf
ICTC
Sulyman Age Abdulkareem, Chuan Heng Foh, Haeyoung Lee, François Carrez, Klaus Moessner
2022 conf
ICTC
Oluwatobi Baiyekusi, Haeyoung Lee, Klaus Moessner
2022 J jnl
IEICE Trans. Inf. Syst.
Haeyoung Lee
2021 J jnl
IEEE Commun. Stand. Mag.
Hamidreza Bagheri, Md. Noor-A-Rahim, Zi Long Liu, Haeyoung Lee, Dirk Pesch, Klaus Moessner, Pei Xiao
2021 conf
ICIMTH
Sunmoo Yoon, Peter Broadwell, Carmela Alcántara, Nicole Davis, Haeyoung Lee, Amanda Bristol, Dante Tipiani, Joo Young Nho, Mary Mittelman
2021 conf
ICIMTH
Sunmoo Yoon, Carmela Alcántara, Nicole Davis, Peter Broadwell, Haeyoung Lee, Amanda Bristol, Dante Tipiani, Joo Young Nho, Mary Mittelman
2021 conf
ICTC
Abdulkadir Kose, Chuan Heng Foh, Haeyoung Lee, Klaus Moessner
2020 J jnl
CoRR
Hamidreza Bagheri, Md. Noor-A-Rahim, Zilong Liu, Haeyoung Lee, Dirk Pesch, Klaus Moessner, Pei Xiao
2020 J jnl
CoRR
Md. Noor-A-Rahim, Zilong Liu, Haeyoung Lee, Mohammad Omar Khyam, Jianhua He, Dirk Pesch, Klaus Moessner, Walid Saad, H. Vincent Poor
2020 B conf
PIMRC
Abdulkadir Kose, Chuan Heng Foh, Haeyoung Lee, Mehrdad Dianati
2020 conf
ICTC
Haeyoung Lee, Jihoon Yang, Klaus Moessner
2020 J jnl
IEEE Commun. Lett.
Manuel Eugenio Morocho Cayamcela, Haeyoung Lee, Wansu Lim
2020 conf
ICTC
Haeyoung Lee, Seiamak Vahid, Klaus Moessner
2019 J jnl
CoRR
Md. Noor-A-Rahim, Zilong Liu, Haeyoung Lee, G. G. Md. Nawaz Ali, Dirk Pesch, Pei Xiao
2019 J jnl
IEICE Trans. Inf. Syst.
Haeyoung Lee
2019 conf
CrownCom
Haeyoung Lee, Seiamak Vahid, Klaus Moessner
2019 J jnl
IEEE Access
Manuel Eugenio Morocho Cayamcela, Haeyoung Lee, Wansu Lim
2019 J jnl
Sensors
Sun-Young Yoo, Ji-Eun Ahn, György Cserey, Haeyoung Lee, Jong-Mo Seo
2018 J jnl
IEICE Trans. Inf. Syst.
Haeyoung Lee
2018 conf
EuCNC
Haeyoung Lee, Seiamak Vahid, Klaus Moessner
2017 J jnl
CoRR
Shahid Mumtaz, Kazi Mohammed Saidul Huq, Jonathan Rodriguez, Paulo Marques, Ayman Radwan, Keith Briggs, Michael Fitch, Andreas Georgakopoulos, Ioannis-Prodromos Belikaidis, Panagiotis Vlacheas, Dimitrios Kelaidonis, Evangelos A. Kosmatos, Serafim Kotrotsos, Stavroula Vassaki, Yiouli Kritikou, Panagiotis Demestichas, Kostas Tsagkaris, Evangelia Tzifa, Aikaterini Demesticha, Vera Stavroulaki, Athina Ropodi, Evangelos Argoudelis, Marinos Galiatsatos, Aristotelis Margaris, George Paitaris, Dimitrios Kardaris, Ioannis Kaffes, Haeyoung Lee, Klaus Moessner, Valerio Frascolla, Bismark Okyere, Salvador Díaz, Oscar Carrasco, Federico Miatton, Sistel Antonio, Dedomenico Benoit, Miscopein Cea, Thanasis Oikonomou, Dimitrios Kritharidis, Harald Weigold
2017 conf
EuCNC
Haeyoung Lee, Seiamak Vahid, Klaus Moessner
2016 J jnl
IEICE Trans. Inf. Syst.
Haeyoung Lee
2016 J jnl
Multim. Tools Appl.
Jiro Park, Haeyoung Lee
2016 J jnl
IEEE Commun. Surv. Tutorials
Roya H. Tehrani, Seiamak Vahid, Dionysia Triantafyllopoulou, Haeyoung Lee, Klaus Moessner
2016 C conf
IPIN
Jihoon Yang, Haeyoung Lee, Klaus Moessner
2016 J jnl
IEEE Trans. Veh. Technol.
Haeyoung Lee, Youngwook Ko, Seiamak Vahid, Klaus Moessner
2016 J jnl
IEICE Trans. Inf. Syst.
Haeyoung Lee
2016 conf
Nursing Informatics
Haeyoung Lee, Sunmoo Yoon
2014 J jnl
IEEE Commun. Surv. Tutorials
Haeyoung Lee, Seiamak Vahid, Klaus Moessner
2014 conf
CrownCom
Haeyoung Lee, Seiamak Vahid, Klaus Moessner
2014 conf
CrownCom
Haeyoung Lee, Youngwook Ko, Seiamak Vahid, Klaus Moessner
2014 conf
EuCNC
Haeyoung Lee, Seiamak Vahid, Klaus Moessner
2012 conf
Future Network & Mobile Summit
Jordi Pérez-Romero, Oriol Sallent, Faouzi Bouali, Heli Sarvanko, Miia Mustonen, Marja Matinmikko, Haeyoung Lee, Seiamak Vahid, Klaus Moessner
2012 conf
VTC Fall
Haeyoung Lee, Seiamak Vahid, Klaus Moessner
2011 conf
UCMA (1)
Ingeol Chun, Jinmyoung Kim, Haeyoung Lee, Wontae Kim, Seungmin Park, Eunseok Lee
2010 J jnl
IEEE Trans. Consumer Electron.
Nak-Kwon Lim, Daeyoung Kim, Haeyoung Lee
2009 J jnl
IEEE Trans. Vis. Comput. Graph.
Sungyul Choe, Junho Kim, Haeyoung Lee, Seungyong Lee
2008 J jnl
IEEE Trans. Consumer Electron.
Daeyoung Kim, Sungyeol Lee, Haeyoung Lee, Sungdae Cho
2007 conf
Edutainment
Haeyoung Lee, Sungyeol Lee
2007 Misc conf
International Conference on Computational Science (2)
Sungyeol Lee, Haeyoung Lee
2007 conf
IbPRIA (2)
Taejung Park, Haeyoung Lee, Chang-Hun Kim
2006 C conf
GMP
Sungyeol Lee, Joonhee Han, Haeyoung Lee
2005 conf
PCM (1)
Haeyoung Lee, Sujin Park
2005 J jnl
IEEE Multim.
Haeyoung Lee, Yiying Tong, Mathieu Desbrun
2003 J jnl
ACM Trans. Graph.
Haeyoung Lee, Mathieu Desbrun, Peter Schröder
2002 J jnl
Comput. Graph. Forum
Haeyoung Lee, Pierre Alliez, Mathieu Desbrun
2002 J jnl
J. Graphics, GPU, & Game Tools
Mark Meyer, Alan H. Barr, Haeyoung Lee, Mathieu Desbrun
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)