In short:
Angles are dimensionless quantities (e.g. m/m for rad and m²/m² for sr). They have no base units in SI, meaning angles have no fundamental existence (contrary to a length or a time), they are derived from something else. This actually creates problems and since a long time proposals have been made to give angle a true dimension. Such change has many implications on other quantities.
The status of angle units has never been clear for the BIPM, the bureau in charge of the SI system, but as making angle units true base units creates more problems than it solves, there is a status quo.
An angle is a ratio, but there are different ratios
If you look at the definition of (plane) angle measurement units, they are all the ratio of a length to a length, so have dimension of m/m = 1, i.e. they are dimensionless.
1 rad: The angle subtended by an arc of a circle that has the same length as the circle's radius. Ratio 1/1.
1 turn: The angle subtended by the circumference of a circle at its center. Ratio 2$\pi$/1.
1°: 1 turn / 360. Ratio 2$\pi$/360.
1 gon (grad, gradient): 1 turn / 400. Ratio 2$\pi$/400.
The angle unit indicates which ratio is used
Note angle comes from latin angulus, apex/corner, and is the corner made by the intersection of two lines/planes. Angle in science is actually a shortcut for angle measure.
And as a matter of fact drawing an angle is easy, but measuring an angle requires some specific construction, e.g. a circle (the ratio of the arc to the radius is the measure), a square (the angle made by the diagonals is 1/4 of a turn), etc. All computations ultimately lead to the ratio of a length to a length. So an angle measure, regardless of the unit used, has no dimension.
However the unit indicates which ratio was used, an angle of n$\times$arc/radius is not an angle of n$\times$1/360. So we need to explain which reference was used, this is the definition of a unit.
The assumption is when we use radians, we can omit the unit, and the implicit radian unit in math is due to the simplification it allows, e.g. in Euler's formula linking angles, Euler number and complex numbers.
Still angle units, plane (rad = 1m/m) and solid (sr = 1m²/m²), are of a special kind. From a SI standpoint, they have been supplementary units, separate from base units and derived units. This special class of units was removed in 1995:
The Comité International des Poids et Mesures, in 1980, having observed that the ambiguous status of the supplementary units compromises the internal coherence of the SI, has in its Recommendation 1 (CI-1980) interpreted the supplementary units, in the SI, as dimensionless derived units.
Dimensionless radian is also a problem
Angle units are now derived units. However this classification and the fact angles are considered dimensionless is strongly challenged as it creates inconsistencies when applied to the real world.
E.g. torque is a force resulting from rotation. It is currently measured in N m, which is a Joule and doesn't reflect an angular quantity. It would be more meaningful to use J rad$^{-1}$, but this requires radian to be a base unit with a dimension, this would be the 8th base unit of the SI.
You may read: Implications of adopting plane angle as a base quantity in the SI for more details.