Kotlin解决方案，基于这里，还要:

确保临时表不存在 修复了检查默认值的类型，因为当它是Integer时返回String类型(此处报告了此问题)。 避免在希望删除的列不存在时执行任何操作。

object DbUtil {
    /** https://stackoverflow.com/a/51587449/878126 */
    @JvmStatic
    fun dropColumns(database: SQLiteDatabase, tableName: String,
        columnsToRemove: Collection<String>) {
        val columnNames: MutableList<String> = ArrayList()
        val columnNamesWithType: MutableList<String> = ArrayList()
        val primaryKeys: MutableList<String> = ArrayList()
        val query = "pragma table_info($tableName);"
        val cursor = database.rawQuery(query, null)
        val columnDefaultIndex = cursor.getColumnIndex("dflt_value")
        val columnNameIndex = cursor.getColumnIndex("name")
        val columnTypeIndex = cursor.getColumnIndex("type")
        val columnNotNullIndex = cursor.getColumnIndex("notnull")
        val columnPrimaryKeyIndex = cursor.getColumnIndex("pk")
        val sb = StringBuilder()
        var foundColumnsToRemove = false
        while (cursor.moveToNext()) {
            val columnName = cursor.getString(columnNameIndex)
            if (columnsToRemove.contains(columnName)) {
                foundColumnsToRemove = true
                continue
            }
            val columnType = cursor.getString(columnTypeIndex)
            val isNotNull = cursor.getInt(columnNotNullIndex) == 1
            val isPrimaryKey = cursor.getInt(columnPrimaryKeyIndex) == 1
            columnNames.add(columnName)
            sb.clear()
            sb.append("`$columnName` $columnType ")
            if (isNotNull)
                sb.append(" NOT NULL ")
            if (cursor.getType(columnDefaultIndex) != Cursor.FIELD_TYPE_NULL) {
                //has default value
                when (columnType.uppercase()) {
                    "INTEGER" -> sb.append(" DEFAULT ${cursor.getInt(columnDefaultIndex)} ")
                    "TEXT" -> sb.append(" DEFAULT \"${cursor.getString(columnDefaultIndex)}\" ")
                    "REAL" -> sb.append(" DEFAULT ${cursor.getFloat(columnDefaultIndex)} ")
                }
            }
            columnNamesWithType.add(sb.toString())
            if (isPrimaryKey)
                primaryKeys.add("`$columnName`")
        }
        cursor.close()
        if (!foundColumnsToRemove)
            return
        val columnNamesSeparated = TextUtils.join(", ", columnNames)
        if (primaryKeys.size > 0)
            columnNamesWithType.add("PRIMARY KEY(${TextUtils.join(", ", primaryKeys)})")
        val columnNamesWithTypeSeparated = TextUtils.join(", ", columnNamesWithType)
        database.beginTransaction()
        try {
            var newTempTableName: String
            var counter = 0
            while (true) {
                newTempTableName = "${tableName}_old_$counter"
                if (!isTableExists(database, newTempTableName))
                    break
                ++counter
            }
            database.execSQL("ALTER TABLE $tableName RENAME TO $newTempTableName;")
            database.execSQL("CREATE TABLE $tableName ($columnNamesWithTypeSeparated);")
            database.execSQL(
                "INSERT INTO $tableName ($columnNamesSeparated) SELECT $columnNamesSeparated FROM $newTempTableName;")
            database.execSQL("DROP TABLE ${newTempTableName};")
            database.setTransactionSuccessful()
        } finally {
            database.endTransaction()
        }
    }

    @JvmStatic
    fun isTableExists(database: SQLiteDatabase, tableName: String): Boolean {
        database.rawQuery(
            "select DISTINCT tbl_name from sqlite_master where tbl_name = '$tableName'", null)
            ?.use {
                return it.count > 0
            } ?: return false
    }
}

修改表SQLite

SQLite支持ALTER TABLE的一个有限子集。SQLite中的ALTER TABLE命令允许用户重命名表或向现有表添加新列。不能重命名列、删除列或从表中添加或删除约束。

您可以:

创建新表作为您要更改的表， 复制所有数据， 丢掉旧桌子， 重新命名新文件。

SQLite 3.35.0引入了对ALTER TABLE DROP COLUMN的支持。

ALTER TABLE DROP COLUMN语法用于从表中删除现有列。DROP COLUMN命令从表中删除指定的列，并重写整个表以清除与该列相关的数据。DROP COLUMN命令仅在列未被模式的任何其他部分引用、不是PRIMARY KEY且没有UNIQUE约束时才有效。

下面的语法是有效的:

ALTER TABLE <TABLENAME> DROP COLUMN <COLUMNNAME>;
ALTER TABLE <TABLENAME> DROP <COLUMNNAME>;

您可以使用SQlite管理员更改列名。 右键单击表名并选择编辑表。在这里你可以找到表的结构，你可以很容易地重命名它。

我已经改进了user2638929回答，现在它可以保留列类型，主键，默认值等。

public static void dropColumns(SQLiteDatabase database, String tableName, Collection<String> columnsToRemove){
    List<String> columnNames = new ArrayList<>();
    List<String> columnNamesWithType = new ArrayList<>();
    List<String> primaryKeys = new ArrayList<>();
    String query = "pragma table_info(" + tableName + ");";
    Cursor cursor = database.rawQuery(query,null);
    while (cursor.moveToNext()){
        String columnName = cursor.getString(cursor.getColumnIndex("name"));

        if (columnsToRemove.contains(columnName)){
            continue;
        }

        String columnType = cursor.getString(cursor.getColumnIndex("type"));
        boolean isNotNull = cursor.getInt(cursor.getColumnIndex("notnull")) == 1;
        boolean isPk = cursor.getInt(cursor.getColumnIndex("pk")) == 1;

        columnNames.add(columnName);
        String tmp = "`" + columnName + "` " + columnType + " ";
        if (isNotNull){
            tmp += " NOT NULL ";
        }

        int defaultValueType = cursor.getType(cursor.getColumnIndex("dflt_value"));
        if (defaultValueType == Cursor.FIELD_TYPE_STRING){
            tmp += " DEFAULT " + "\"" + cursor.getString(cursor.getColumnIndex("dflt_value")) + "\" ";
        }else if(defaultValueType == Cursor.FIELD_TYPE_INTEGER){
            tmp += " DEFAULT " + cursor.getInt(cursor.getColumnIndex("dflt_value")) + " ";
        }else if (defaultValueType == Cursor.FIELD_TYPE_FLOAT){
            tmp += " DEFAULT " + cursor.getFloat(cursor.getColumnIndex("dflt_value")) + " ";
        }
        columnNamesWithType.add(tmp);
        if (isPk){
            primaryKeys.add("`" + columnName + "`");
        }
    }
    cursor.close();

    String columnNamesSeparated = TextUtils.join(", ", columnNames);
    if (primaryKeys.size() > 0){
        columnNamesWithType.add("PRIMARY KEY("+ TextUtils.join(", ", primaryKeys) +")");
    }
    String columnNamesWithTypeSeparated = TextUtils.join(", ", columnNamesWithType);

    database.beginTransaction();
    try {
        database.execSQL("ALTER TABLE " + tableName + " RENAME TO " + tableName + "_old;");
        database.execSQL("CREATE TABLE " + tableName + " (" + columnNamesWithTypeSeparated + ");");
        database.execSQL("INSERT INTO " + tableName + " (" + columnNamesSeparated + ") SELECT "
                + columnNamesSeparated + " FROM " + tableName + "_old;");
        database.execSQL("DROP TABLE " + tableName + "_old;");
        database.setTransactionSuccessful();
    }finally {
        database.endTransaction();
    }
}

PS:这里我使用的是android.arch.persistence.db。支持sqlitedatabase，但你可以很容易地修改它使用android.database.sqlite.SQLiteDatabase

正如其他人指出的那样

不能重命名列、删除列或添加或 从表中删除约束。

来源:http://www.sqlite.org/lang_altertable.html

而您总是可以创建一个新表，然后删除旧表。 我将尝试用一个例子来解释这种解决方法。

sqlite> .schema
CREATE TABLE person(
 id INTEGER PRIMARY KEY, 
 first_name TEXT,
 last_name TEXT, 
 age INTEGER, 
 height INTEGER
);
sqlite> select * from person ; 
id          first_name  last_name   age         height    
----------  ----------  ----------  ----------  ----------
0           john        doe         20          170       
1           foo         bar         25          171       

现在要从该表中删除列的高度。

创建另一个名为new_person的表

sqlite> CREATE TABLE new_person(
   ...>  id INTEGER PRIMARY KEY, 
   ...>  first_name TEXT, 
   ...>  last_name TEXT, 
   ...>  age INTEGER 
   ...> ) ; 
sqlite> 

现在从旧表复制数据

sqlite> INSERT INTO new_person
   ...> SELECT id, first_name, last_name, age FROM person ;
sqlite> select * from new_person ;
id          first_name  last_name   age       
----------  ----------  ----------  ----------
0           john        doe         20        
1           foo         bar         25        
sqlite>

现在删除person表并将new_person重命名为person

sqlite> DROP TABLE IF EXISTS person ; 
sqlite> ALTER TABLE new_person RENAME TO person ;
sqlite>

如果你使用。schema，你会看到

sqlite>.schema
CREATE TABLE "person"(
 id INTEGER PRIMARY KEY, 
 first_name TEXT, 
 last_name TEXT, 
 age INTEGER 
);