James R. Foulds

83 papers A* 9A 13B 2C 3Journal 43Unranked 13
YearRankTypeTitle / Venue / Authors
2026 J jnl
CoRR
Pronob Kumar Barman, Tera L. Reynolds, James R. Foulds
2026 J jnl
CoRR
Pronob Kumar Barman, Tera L. Reynolds, James R. Foulds
2026 J jnl
CoRR
Pronob Kumar Barman, James R. Foulds, Tera L. Reynolds
2025 J jnl
CoRR
Munshi Mahbubur Rahman, Shimei Pan, James R. Foulds
2025 J jnl
CoRR
Philip Feldman, James R. Foulds, Shimei Pan
2025 conf
MedInfo
Pronob Kumar Barman, Tera L. Reynolds, James R. Foulds
2025 conf
ACL (1)
Tao Zhang, Ziqian Zeng, YuxiangXiao YuxiangXiao, Huiping Zhuang, Cen Chen, James R. Foulds, Shimei Pan
2025 J jnl
CoRR
Siyuan Wang, James R. Foulds, Md. Osman Gani, Shimei Pan
2025 J jnl
CoRR
Alden Dima, James R. Foulds, Shimei Pan, Philip Feldman
2024 J jnl
CoRR
Zahra Khanjani, Christine Mallinson, James R. Foulds, Vandana P. Janeja
2024 B conf
ICMI
Fatema Hasan, Yulong Li, James R. Foulds, Shimei Pan, Bishwaranjan Bhattacharjee
2024 conf
GoodIT
Rashidul Islam, Shimei Pan, James R. Foulds
2024 J jnl
CoRR
Tao Zhang, Ziqian Zeng, Yuxiang Xiao, Huiping Zhuang, Cen Chen, James R. Foulds, Shimei Pan
2024 conf
IUI Workshops
Philip Feldman, Aaron Dant, James R. Foulds
2024 J jnl
CoRR
Philip Feldman, Aaron Dant, James R. Foulds
2024 J jnl
CoRR
Philip Feldman, James R. Foulds, Shimei Pan
2024 conf
GoodIT
Munshi Mahbubur Rahman, Shimei Pan, James R. Foulds
2023 J jnl
Entropy
Rashidul Islam, Kamrun Naher Keya, Shimei Pan, Anand D. Sarwate, James R. Foulds
2023 C conf
ICMLA
Md. Azim Khan, Nadeem Ahmed, Joyce Padela, Muhammad Shehrose Raza, Aryya Gangopadhyay, Jianwu Wang, James R. Foulds, Carl E. Busart, Robert F. Erbacher
2023 J jnl
CoRR
Fatema Hasan, Yulong Li, James R. Foulds, Shimei Pan, Bishwaranjan Bhattacharjee
2023 conf
IUI Companion
Philip Feldman, Shimei Pan, James R. Foulds
2023 J jnl
CoRR
Philip Feldman, Shimei Pan, James R. Foulds
2023 J jnl
CoRR
Philip Feldman, James R. Foulds, Shimei Pan
2023 J jnl
ACM Trans. Interact. Intell. Syst.
Clarice Wang, Kathryn Wang, Andrew Bian, Rashidul Islam, Kamrun Naher Keya, James R. Foulds, Shimei Pan
2022 C conf
IGARSS
Sahara Ali, Seraj Al Mahmud Mostafa, Xingyan Li, Sara Khanjani, Jianwu Wang, James R. Foulds, Vandana P. Janeja
2022 A conf
IUI
Clarice Wang, Kathryn Wang, Andrew Bian, Rashidul Islam, Kamrun Naher Keya, James R. Foulds, Shimei Pan
2022 J jnl
CoRR
Rashidul Islam, Shimei Pan, James R. Foulds
2022 J jnl
Comput. Linguistics
Kamrun Naher Keya, Yannis Papanikolaou, James R. Foulds
2022 J jnl
CoRR
Philip Feldman, Aaron Dant, James R. Foulds, Shimei Pan
2022 J jnl
CoRR
George J. Cancro, Shimei Pan, James R. Foulds
2021 conf
ICWSM Workshops
Philip Feldman, Sim Tiwari, Charissa S. L. Cheah, James R. Foulds, Shimei Pan
2021 J jnl
CoRR
Philip Feldman, Sim Tiwari, Charissa S. L. Cheah, James R. Foulds, Shimei Pan
2021 J jnl
CoRR
Clarice Wang, Kathryn Wang, Andrew Bian, Rashidul Islam, Kamrun Naher Keya, James R. Foulds, Shimei Pan
2021 C conf
AIES
Rashidul Islam, Shimei Pan, James R. Foulds
2021 A* conf
WWW
Rashidul Islam, Kamrun Naher Keya, Ziqian Zeng, Shimei Pan, James R. Foulds
2021 A conf
SDM
Kamrun Naher Keya, Rashidul Islam, Shimei Pan, Ian Stockwell, James R. Foulds
2021 A conf
ICWSM
Ziqian Zeng, Rashidul Islam, Kamrun Naher Keya, James R. Foulds, Yangqiu Song, Shimei Pan
2021 J jnl
CoRR
Ziqian Zeng, Rashidul Islam, Kamrun Naher Keya, James R. Foulds, Yangqiu Song, Shimei Pan
2021 J jnl
CoRR
Fatema Hasan, Kevin S. Xu, James R. Foulds, Shimei Pan
2021 J jnl
IEEE Data Eng. Bull.
Shimei Pan, James R. Foulds
2020 A* conf
ICDE
James R. Foulds, Rashidul Islam, Kamrun Naher Keya, Shimei Pan
2020 J jnl
IEEE Data Eng. Bull.
James R. Foulds, Shimei Pan
2020 A conf
SDM
James R. Foulds, Rashidul Islam, Kamrun Naher Keya, Shimei Pan
2020 J jnl
CoRR
Guohou Shan, James R. Foulds, Shimei Pan
2020 J jnl
CoRR
Kamrun Naher Keya, Rashidul Islam, Shimei Pan, Ian Stockwell, James R. Foulds
2020 J jnl
IEEE Data Eng. Bull.
James R. Foulds, Shimei Pan
2020 conf
UMAP (Adjunct Publication)
Ketki V. Deshpande, Shimei Pan, James R. Foulds
2020 J jnl
CoRR
Rashidul Islam, Kamrun Naher Keya, Ziqian Zeng, Shimei Pan, James R. Foulds
2020 J jnl
J. Artif. Intell. Res.
Mijung Park, James R. Foulds, Kamalika Chaudhuri, Max Welling
2020 A* conf
IJCAI
James R. Foulds, Mijung Park, Kamalika Chaudhuri, Max Welling
2019 conf
e-Energy
Nilavra Pathak, James R. Foulds, Nirmalya Roy, Nilanjan Banerjee, Ryan W. Robucci
2019 J jnl
CoRR
Nilavra Pathak, James R. Foulds, Nirmalya Roy, Nilanjan Banerjee, Ryan W. Robucci
2019 J jnl
CoRR
Kamrun Naher Keya, Yannis Papanikolaou, James R. Foulds
2019 conf
NAACL-HLT (1)
Rashidul Islam, James R. Foulds
2018 J jnl
CoRR
James R. Foulds, Shimei Pan
2018 J jnl
CoRR
James R. Foulds, Rashidul Islam, Kamrun Keya, Shimei Pan
2018 A conf
AISTATS
James R. Foulds
2017 A conf
AISTATS
Mijung Park, James R. Foulds, Kamalika Choudhary, Max Welling
2017 J jnl
J. Mach. Learn. Res.
Yannis Papanikolaou, James R. Foulds, Timothy N. Rubin, Grigorios Tsoumakas
2017 J jnl
CoRR
James R. Foulds
2016 A conf
UAI
James R. Foulds, Joseph Geumlek, Max Welling, Kamalika Chaudhuri
2016 J jnl
CoRR
James R. Foulds, Joseph Geumlek, Max Welling, Kamalika Chaudhuri
2016 J jnl
CoRR
Mijung Park, James R. Foulds, Kamalika Chaudhuri, Max Welling
2016 J jnl
CoRR
Mijung Park, James R. Foulds, Kamalika Chaudhuri, Max Welling
2015 A* conf
KDD
Shobeir Fakhraei, James R. Foulds, Madhusudana V. S. Shashanka, Lise Getoor
2015 A* conf
ICML
Xinran He, Theodoros Rekatsinas, James R. Foulds, Lise Getoor, Yan Liu
2015 A conf
RecSys
Pigi Kouki, Shobeir Fakhraei, James R. Foulds, Magdalini Eirinaki, Lise Getoor
2015 conf
ACL (1)
Dhanya Sridhar, James R. Foulds, Bert Huang, Lise Getoor, Marilyn A. Walker
2015 A* conf
ICML
James R. Foulds, Shachi H. Kumar, Lise Getoor
2015 A* conf
EMNLP
Adam Grycner, Gerhard Weikum, Jay Pujara, James R. Foulds, Lise Getoor
2015 conf
ACL (1)
Arti Ramesh, Shachi H. Kumar, James R. Foulds, Lise Getoor
2014 A conf
UAI
James R. Foulds, Padhraic Smyth
2013 A* conf
EMNLP
James R. Foulds, Padhraic Smyth
2013 J jnl
CoRR
James R. Foulds, Levi Boyles, Christopher DuBois, Padhraic Smyth, Max Welling
2013 A* conf
KDD
James R. Foulds, Levi Boyles, Christopher DuBois, Padhraic Smyth, Max Welling
2011 A conf
AISTATS
James R. Foulds, Christopher DuBois, Arthur U. Asuncion, Carter T. Butts, Padhraic Smyth
2011 A conf
ICWSM
Christopher DuBois, James R. Foulds, Padhraic Smyth
2011 A conf
SDM
James R. Foulds, Padhraic Smyth
2011 A conf
AISTATS
James R. Foulds, Nicholas Navaroli, Padhraic Smyth, Alexander Ihler
2010 J jnl
Knowl. Eng. Rev.
James R. Foulds, Eibe Frank
2010 B conf
Discovery Science
James R. Foulds, Eibe Frank
2008 conf
Australasian Conference on Artificial Intelligence
James R. Foulds, Eibe Frank
2006 J jnl
Asia Pac. J. Oper. Res.
James R. Foulds, Les R. Foulds
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)