Addition with some digression:
1
For function f of finete |f(x)|^2 in ##(-\infty,+\infty)##, ##\{\delta(x-t)\} ## is a complete set of basis.
Integral tarnsform
f(x)=\int f(t)\delta(t-x) dt
This identical transformation is obvious and not so interesting. Anyway it is a transform formally.
Orthogonality &Normalization
\int \delta(t-a)\delta(t-b) dt = \delta(a-b)
It shows also "normalization" for contimuous variable also to ##\delta(0)## as well as Fourier transform case.
Continuity
It can be regarded continuous in Schwartz method of continuous function sequence. Even derivatives exist which works as
\int f(t) \delta'(t-x) dt = - f'(x)
Periodicity
Not periodic.
PS Walsh-Fourier tranform basis is periodic.
ref.
https://www.stat.pitt.edu/stoffer/dss_files/walshapps.pdf
It is discrete in popular sense, but we can regard them continuous as well as ##\delta## funciton is.
Actually derivative of Walsh functions are sum of periodical chain of ##\delta## functions.
2
In the last century wavelet transform of both discrete and continuous was found ref.
https://en.wikipedia.org/wiki/Wavelet_transform
Scaling and shifting of a chosen mother wavelet seems a new idea apart from FT.
FT basis has infinite length which does not decay at all. It is mathematical ideal body but many physical phenomena take place locally. Wavelet transform with farther decaying mother wavelet might be convenient in such cases, I suspect.